{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Supervised drift detection on the penguins dataset\n",
    "\n",
    "## Method\n",
    "\n",
    "When true outputs/labels are available, we can perform supervised drift detection; monitoring the model's performance directly in order to check for harmful drift. Two detectors ideal for this application are the [Fisher’s Exact Test (FET) detector](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/fetdrift.html) and [Cramér-von Mises (CVM) detector](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/cvmdrift.html) detectors.\n",
    "\n",
    "The FET detector is designed for use on binary data, such as the instance level performance indicators from a classifier (i.e. 0/1 for each incorrect/correct classification). The CVM detector is designed use on continuous data, such as a regressor's instance level loss or error scores.\n",
    "\n",
    "In this example we will use the offline versions of these detectors, which are suitable for use on batches of data. In many cases data may arrive sequentially, and the user may wish to perform drift detection as the data arrives to ensure it is detected as soon as possible. In this case, the online versions of the [FET](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/onlinefetdrift.html) and [CVM](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/onlinecvmdrift.html) detectors can be used, as will be explored in a future example.\n",
    "\n",
    "\n",
    "\n",
    "## Dataset\n",
    "\n",
    "The [palmerpenguins](https://allisonhorst.github.io/palmerpenguins) dataset <cite data-cite=\"Horst2020\"><!-- --></cite> consists of data on 344 penguins from 3 islands in the Palmer Archipelago, Antarctica. There are 3 different species of penguin in the dataset, and a common task is to classify the the species of each penguin based upon two features, the length and depth of the peguin's bill, or beak.\n",
    "\n",
    "<div>\n",
    "<img src=\"image/penguins.png\" width=\"700\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src=\"image/penguinculmen.png\" width=\"600\"/>\n",
    "</div>\n",
    "\n",
    "Artwork by [Allison Horst](https://twitter.com/allison_horst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook requires the `seaborn` package for visualization and the `palmerpenguins` package to load data. Thse can be installed via `pip`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install palmerpenguins\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from functools import partial\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import seaborn as sns \n",
    "\n",
    "# construct cmap\n",
    "sns.set_style('whitegrid')\n",
    "sns.set(font_scale = 1.2)\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from alibi_detect.cd import MMDDrift, FETDrift, CVMDrift\n",
    "\n",
    "# Set color pallette to match palmerpenguins\n",
    "mypalette = sns.color_palette([\"#ff7300\",\"#008b8b\", \"#c15bcb\"], as_cmap=True)\n",
    "sns.set_palette(mypalette)\n",
    "my_cmap = ListedColormap(mypalette)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data\n",
    "\n",
    "To download the dataset we use the [palmerpenguins](https://github.com/mcnakhaee/palmerpenguins) package:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from palmerpenguins import load_penguins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>male</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>female</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.3</td>\n",
       "      <td>20.6</td>\n",
       "      <td>190.0</td>\n",
       "      <td>3650.0</td>\n",
       "      <td>male</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  species     island  bill_length_mm  bill_depth_mm  flipper_length_mm  \\\n",
       "0  Adelie  Torgersen            39.1           18.7              181.0   \n",
       "1  Adelie  Torgersen            39.5           17.4              186.0   \n",
       "2  Adelie  Torgersen            40.3           18.0              195.0   \n",
       "4  Adelie  Torgersen            36.7           19.3              193.0   \n",
       "5  Adelie  Torgersen            39.3           20.6              190.0   \n",
       "\n",
       "   body_mass_g     sex  year  \n",
       "0       3750.0    male  2007  \n",
       "1       3800.0  female  2007  \n",
       "2       3250.0  female  2007  \n",
       "4       3450.0  female  2007  \n",
       "5       3650.0    male  2007  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = load_penguins().dropna()\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data consists of 333 rows (one row is removed as contains a NaN), one for each penguin. There are 8 features describing the peguins' physical characteristics, their species and sex, the island each resides on, and the year measurements were taken."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification example\n",
    "\n",
    "For our first example use case, we will perform the popular species classification task. Here we wish the classify the `species` based on only `bill_length_mm` and `bill_depth_mm`. To start we remove the other features and visualise those that remain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = data.drop(['island', 'flipper_length_mm', 'body_mass_g', 'sex', 'year'], axis=1)\n",
    "y = data['species']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x468 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pairplot_figure = sns.pairplot(data, hue='species')\n",
    "pairplot_figure.fig.set_size_inches(9, 6.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plot shows that the Adeilie species can primarily be identified by looking at bill length. Then to further distinguish between Gentoo and Chinstrap, we can look at the bill depth.\n",
    "\n",
    "Next we separate the data into inputs and outputs, and encoder the species data to integers. Finally, we now split into three data sets; one to train the classifier, one to act a reference set when testing for drift, and one to test for drift on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = data[['bill_length_mm', 'bill_depth_mm']]\n",
    "y = data['species']\n",
    "mymap = {'Adelie':0, 'Gentoo':1, 'Chinstrap':2}\n",
    "y = y.map(mymap)\n",
    "\n",
    "X_train, X_ref, y_train, y_ref = train_test_split(X.to_numpy(), y.to_numpy(), train_size=60, random_state=42)\n",
    "X_ref, X_test, y_ref, y_test = train_test_split(X_ref, y_ref, train_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train a classifier\n",
    "\n",
    "For this dataset, a relatively shallow decision tree classifier should be sufficient, and so we train an `sklearn` one on the training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = DecisionTreeClassifier(max_depth=5, random_state=42)\n",
    "clf = clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy = 100.0 %\n",
      "Test accuracy = 88.3 %\n"
     ]
    }
   ],
   "source": [
    "print('Training accuracy = %.1f %%' % (100*clf.score(X_train, y_train)))\n",
    "print('Test accuracy = %.1f %%' % (100*clf.score(X_test, y_test)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the decision tree is able to give acceptable classification accuracy on the train and test sets."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shift data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to demonstrate use of the drift detectors, we first need to add some artificial drift to the test data `X_test`. We add two types of drift here; to create covariate drift we subtract 5mm from the bill length of all the Gentoo penguins. $P(y|\\mathbf{X})$ is unchanged here, but clearly we have introduced a delta $\\Delta P(\\mathbf{X})$. To create concept drift, we switch the labels of the Gentoo and Chinstrap penguins, so that the underlying process $P(y|\\mathbf{X})$ is changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_covar, y_covar = X_test.copy(), y_test.copy()\n",
    "X_concept, y_concept = X_test.copy(), y_test.copy()\n",
    "\n",
    "# Apply covariate drift by altering the bill depth of the Gentoo species\n",
    "idx1 = np.argwhere(y_test==1)\n",
    "X_covar[idx1,1] -= 5\n",
    "\n",
    "# Apply concept drift by switching two species\n",
    "idx2 = np.argwhere(y_test==2)\n",
    "y_concept[idx1] = 2\n",
    "y_concept[idx2] = 1\n",
    "\n",
    "Xs = {'No drift': X_test, 'Covariate drift': X_covar, 'Concept drift': X_concept}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now define a utility function to plot the classifier's decision boundaries, and we use this to visualise the reference data set, the test set, and the two new data sets where drift is present."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_decision_boundaries(X, y, clf, ax=None, title=None):\n",
    "    \"\"\"\n",
    "    Helper function to visualize a classifier's decision boundaries. \n",
    "    \"\"\"\n",
    "    if ax is None:\n",
    "        f, ax = plt.subplots(figsize=(6, 6))\n",
    "    ax.set_xlabel('Bill length (mm)')\n",
    "    ax.set_ylabel('Bill Depth (mm)')\n",
    "    \n",
    "    # Plotting decision regions\n",
    "    x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "    y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "    xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1), np.arange(y_min, y_max, 0.1))\n",
    "\n",
    "    Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "    Z = Z.reshape(xx.shape)\n",
    "\n",
    "    ax.contourf(xx, yy, Z, alpha=0.2, cmap=my_cmap)\n",
    "    ax.scatter(X[:, 0], X[:, 1], c=y, s=80, edgecolor=\"k\", cmap=my_cmap)\n",
    "    \n",
    "    ax.text(0.02, 0.98, 'Model accuracy = %.1f %%' % (100*clf.score(X, y)),\n",
    "           ha='left', va='top', transform=ax.transAxes, fontweight='bold')\n",
    "    \n",
    "    if title is not None:\n",
    "        ax.set_title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r02FtYUblMl70atcMYyPlBx2XkZi4eKYsWMnD5y8JjYhEq92AlbkVJYuVplOrbjjYOWV67pv1vJHSiDpVG4h6Po/IsQT71dyoBQsWJDo6mmHDhjFq1CgWL14MvJ4bdcaMGZibm3Po0CGGDBnCunXr8PJ6vyTkQ6jVGjbvP0af9t8CEBkdw/ZDp7L8OkJaySoVCr2ME8LPzfCZC7l48y4A+VwciYyJ5czVW1y584AeNTunHrfr0DZe+vvgZO+MnbUdvgEvuXj9HFduXWTuxEUUKZC+f+qb9hzZwbzlc9DpdJgYmeDq5E5CUgLnrp5FrVZlmmDP/nMaz32f8tectZy9fJqFf8/F2d6FhrW+QafT8dvSmTjZu/Bd8w5Z96EIX70HD97eCtu/f3/69++fI7FkVM/vO3EuR679NfuS6vl5f29ky4HjADjb2yKRwMuAYDbuPUJwWAQzhvX5oOMykpCYyNlrt7C3tsLK2ozkOCkh4cEcPnWA2w9usmruhtSE+b/erOev373A7EWzRD2fR+RYgj148ODUP1tZWdGxY0eGDBmSuq1GjRppjm/QoAFLlizhypUr2ZJgy+Uyth86SddWjTHQ12fLgeMkJauQy2Wo1Zp0x7/wC2TZhp1cuXOf6Nh4LM1MqFiqGL2+a5GmdWTXkdOs2LKb8Mhoinvmo0PzhhlePzI6hmUbdnLmyk1CI6MwNTaicukS9Gn/LVYWZh90LwEhYcxaupanL/2JjI5Fq9XiaGtNvaredGnZOM2xpy7f4N/dh7j/1IfkZBW2Vha0bFCTH5qlvCmIiollxebdnL58k+CwCAwNFBRwc2HigG7YWlnSZ/xsrt19SOminvw5eRgAu4+dYerCv4HXrUFvbvtlaG/W7zzIg6c+9OvQihoVSr813jdfGWcWb7vGtanapi8h4ZG0aVSbId2/B0Cn0/Ftn5EEhobTvG41RvVO24qWVZ75BqQm152/bUSfH1qiUqlpO3AsAcFhHLx5jOakJNl1qzWkZqU6OP6/FWLr3o38uWY+Go2Go2cOvTXBDosIZeGqeeh0Otp+056u7Xqlfj4JifEY6Btmeu7j54/I55ofWys7ypbwBuDR84c0BPYe3cmtBzdYMGUZMtnn/4peEDLyNdXz71Nvfko9v3X/CUbNXpLy5xys55v3HklYZFSu1PMA1+89AsDN0Z4N86cA8P3P43nmG0BQaNgHH5cRawtzjq9dgFwuZ8u1Y3gktWLhronceXCLwOAAomKisDDLeL7lN+v5CqVTxjuIej5vyLVPPLvmRn1fdSqV48CpC+w9fo5valdhy4HjSKUSalcsy8HTF9Mc6xMQRPdRvxAbn4C+Qg9XB1t8AoLZdfQMF2/eY/XscZiZGHP++m2m/bkKACOlISHhkYz+dXG6a0fHxtFj9HR8A0NQ6Mlxd3LAPyiE3cfOcO3uQ/6eNRaTt7xO+q/IqBjOXbuNjaU5bk72RERF88I/kL827iIxKZlxA1ISvc37jjFn+XoA9BUKXB3tCAmP4Ma9R/zQrD4xcfH0GD2dlwHBANhbW6JQ6HH93kMio2OxtbL8qM964ry/MDZS4mhnjUQieWe8/Tu2fq94231TmwWrt3Lg1Hn6d2yNvkKP2w+fEhgaDkDT2lUyjWnZhp0s37TrrXF3b9OUnu2aZbhPq31jbk6J5M3/AfA06BlqtRq5XE77Fmkr/9LFX/dLVcjfPrjr1IXjqFTJSCQSomIi6TCgNYlJiRR096Trd70oWrB4pucWcC/Ic9+nBIcFceXWJQAKunsSEhbM0nWLaNu0PQU8PN96fUH4nOVmPR8VE5uj9fz71pufWz3fol51lm/alSv1PECpIgV54uPHC/9AWvcfk9oy7Wxvy6Cu333wcRmRSqVIpVJmLFnD+du3SY49SHhMKADuLvkwNzXP9Nw36/nrdy8Aop7PK3Ilwc7OuVEh8/lR9RWvX1n92L4ZB05dYNP+o5iaKgmPjKZO5bJ45nNOrXjNzJRYWBgxc+lBYuMTkMtkbF40FU8PF05dukGPkTMJCg1n9/HT9O/UivW7DgJgbmLM3pWzsbIw49e//mXpPzsBMFLqY2FhxPrdB/5f6eqxc9kMPFwcCAqNoH6nQfgFhbDv5Fl+bN8cExOD1HhNTAwyna+zeBF3Dq/9HRcH29RtQ39ZyK4jZzh89hLjBnTGUKnHovVbAXB3dmDt3HHYWJqj0Wh5+MwHCwsj/tlzMLXSHdWnA11ap7R+vwwIxsRIibmpEXp6MgD09GSp8Rgp9dN89hYWRmm21alSjl9H90cmk6LRaIlLSHhnvIlJye+Mt903dViyfgfRsfFcvHWbZnWrcvrqDQAKuDlRrULmbz48XOwpWaRApvtfHZPZZ17GrABFC7hz9/FzVm3dy9mrN4mMjiUkPBIAtVaDRJqEhYVpunPnr9gMgL5Cn9ZNW2Y4z+erbcFhfkBKi82BE3vJ55afxJAErt+9yrApA1j9x1oKuGd8H1NHTGH6gun0HNYRQwMlndt2oV2L1gye+DN2Nra0avItE34bwa17N7GysOLHjr2pVz3rxjxkJC/Pafop/ntf75ofVcgZ3zetx4FTF9iw5whyuYzwyGiqe5fCxcEu3bF/b9lDbHwCMpmMFTPGkN/VifPXb/Pz1HkEhYazad9RerRtxqqt+wAwNTbi33mTsTQzZdG6razeti9NeWu3H0xNrtf+OgFXR3tCwiNp3X8MfkEhbD1wnM7/ecP4Ns4Otmxd+AuOdjap2ybM+4sDpy5w8PRF+ndsnVJvrtsCgKujHX9OGoaVhRkajZYnPr4AbNp3NLWeH9i5Ld83rQeAf1AIRsqP//2s5l2KyQN7ptbz8YmJWRLvt/Wrs2rbXqJj4zl2/goNq1fkyNnLAHg4O1DcM3+mMdlaWVCsoEem++VyGbZWb19xdVC375DJZGzcewTfwODU7R7ODtjbWH3wcW/z9KU/gQHhqX8v6lmCiYOmIZFkXp8M6zOGecvn0GNoB5SGRrRr9gP1azRm/JyRWFvaUK9aI0bPHMq9R7exMLOic+tu1KhU573iET5NjifY2T03KmQ+P2pSsir1z442tpQu6sm1uw+Z/mdKot+1TWOOnb2ephwj/Tiu30159ZPP1Qkbc0siIuIoXqAA5qbGREbHcvXWQyIi4rj/5AUApYp6IkVOREQc1cqWTk2w4+KTiIiI4/LNlD6KySoVDbu87ibzyoXr92jbqC4xMYlvfC6Jmc7XmZiUxOJ1Ozh75RYh4ZGo1OrUfcFhEQBcvfmI+ISU8prWqoJcopdanr2VTUpcN+4DoDTQp1nt6qn7jQ2M0GkgIiIOlSrltapKpUndHxf/+rN+9Zm9ua1lvZpER79e7vRd8UZExHHv8fN3xmtrZUGt/7dErd9xmKplSrHv+HkAGtWo/Nb5TetWLk/dyuUz3f/K28qYPaI/S/7dwfnrt/HxDya/qyPuzg5cunkv5XOJUyOTvp7DU6VW8dvSGRw+dQCFnoLRP03CwtQ+3Tyfb879GZ/w+nPs1KobHVt3wz/Ij66D25OsSmbt5vUM7D40w/iMDK2YOmxOmm1bdu/g7KWzzJ20iPGzJ/D85VPG/TyFbfs2MXbmGGwsnXFzcn/n5/Ix8vqcph8ro/t61/yoQs4onM8ttZ6ft2oTkJJ0X751P92x9x4/ByC/qxP5XVO6c1UsVTy1nn+1/1XiV6ZYISzNUh6g61Upny7BvnHvMQDJKjVtB4xLd72bD5580L3oyWWs330ow3ozNCISgGcv/YlPTKkzmtepltoNRSaT4unhCsCdh0+BlHr+u2/qppbxZiL8Mb5rUheZTJp6vayK19rCPPWNw47Dp2hQrQJHz18B4JvaVd8aU/O61Whet1qm+99nHuzN+46xef9R3J0d+H3MQKRSCYOmzefU5RsEh0ewata4DzrubZZOHcHGy4fR8y3Dv8f+5O7DW8xYNIXpI3/NtA+2o50TM0fP/f/9pNRFh08d4NL188ydtIg5S6anqeenL5yMu2v+bKvnhddyNMHetGkTs2fPZvHixRlO3xQREUH37t1xd3dn1qxZ2T590/ff1OPa3YfExSdQOJ8b3l5F0iTY2U2hJ6egu0u67fbWH/aKbu7KDew4nDJA09neFjMTI4LDIggJj0Sr1X1UbJk9Mb/a/mYXibj4hAyPfcXKPG0rblbG26ZRbQ6evsi1uw/Zc/wswWERyOUyGtVIP/fum3YcPsXOI28f1NqsztsrZysLM0b3Sdv94+ep8wAw0jfC1OR1H8uo6Egm/jaa2w9uYm5qzoRB0yheuOS7bg9ry9et/IULpjyQOto5YWZiRkRUOIHB/u8s45WIqAj+XD2fbxu1wd05H3cf3qJKuWqU8ypPUlIiF6+f49rtK6LiFb4o/63nSxf1zDDBzi5fSj0fE/f2h+PPsZ6Xy2U0rlE503o+MSmZBWs3o9XqqFrWK7Ulumq5kjzx8ePBUx8io2Mw0Nd/r+PMTU3eea8ymQw3+wI0qducRavmcfXWJa7dvkJZL+93nguins9LcizBXr16NQsXLmT58uWUKFEi3f6QkBC6du1KiRIlmDZtWqZPa1mpajkvnO1t8Q0Mpn2zepkeV6SAO898A3ji48cTH7/UV4eR0bGp+wHyuzpz7e5Drt19SERUDBZmJhw+eyldecUKenD26i00Wh3Dev5A4XxuQEpldu3uQ0yNjT/oPm7/v0WivFdR5o8fhEajZeiMP1K7KwB4uDiiNNAnPjGJnUdP06hmJSzNTNFqtTzx8aOguwvFPPNx5uot4hOT2LDnCO2apLxGCgwJw9DAADMTo9QWG//gUNQaDRIkHL9w7e0B/qcSz6p4AUoUyk+R/G7ce/KC35b/A0CVMiVS48xMcFgEdx49e+sxFUtl3r8Z4MFTHxxsrTA1TulGsu/EOc5fvw1AKbfX577we864WcMJCPbHwyU/k4fNwN7GIV152w9sYefBLUilUv6anfJWpZxXeVZt+guA+4/v4l2yAgHB/kTFRAHg7Oj61hjftGDlbxgbGdOlbc/UL075/2cg0ftCRvwLwn/lVj3vVbgAJy5c/2Lq+cNnLr89wM+0ni9XvEim+xKTklIHw95/6pNab95/8hwAmVSKQk/vvY+DlC46m/cdA0gdDHn26i1sLM1T71elVnH5xusxAglJ7//mT9TzeUeOJdi5PTdqRqRSKatnjyNZpUpNkjLSpWVjTl68Tmx8At1GTsPJzoYX/kEA2Flb0qZRbQA6tmjItbsPiYqJpc1PY7AyNyMwg9HDrRvWZvexMwQEh9Ft5DTcHO3RAUGh4SQkJjG2XxcKuju/930UdHfhiY8fF2/epc1PY4hPSEKtSTtC3kBfQd8fWjFn+Xpe+AXybZ9RONvbEBIeSakiBZk1oh9tGtVm7/Fz+AYGM3flv/yz+xD6enr4BgazcuYYzEyMKF+yCIfPXiIkPJJOQyej1enw8Q9871izMt5X2jSqzeQFK1NfNTZ9x2tDgJ7tmr11YMv7OHDqApv2HcXJ3ob4hMTU7jj5XZ2oU+L1rDiTfhtNwP9bmnXomDZ/Quq+gu6eDPh/F4/omEhe+vukuUbhAkWpVbkux84eZs2WFZw8f5TgsCC0Wg0mxqa0atzuvWI9fekEpy4eZ/bYeRjop/TtL1qwOLcf3CQsIpTTF08ilcooXazMx38ggpAH5VY936FFfTbvOybq+Txcz7+ri4i5qQllihXi6p0HXL51j2/7jkICqQMsa1cqi9LQAKWhwXsdBxAZHcuL/3yWF27cYcOeI1iYmqBnKCcmcgcJSSlx2VnbU6b4+7VeHztzVNTzeUiOreT44MED7ty5w7Vr19L85+joCKTMjfrgwQOuX7+eZn92JdevKA0NMDc1eWuLuaujPcunj6ZuZW+UBga88A/CwtSYprWr8NcvozAzSWmJqFymBCN/7Ii9tSXJKhVmpsZM+blXuvLMTIxYPn00rRvWws7akpeBwYRHRuPiYMcPzepTplihD7qHgZ3bUrNCGYyUhsTExdOoRkVa1q+R7rjWjWoxa0Q/yhYvhFwuw8c/CBMjJSWLFATAxEjJ8umjaNu4Do621oRGRBIeFY1X4ZT+5gCNa1bm+6b1sDAzITA0nIJuzvT+/ttcifeVulW8sfj/qzdrCzMqlU7/hiQ7FMnvhpuTPcGh4URExeDiYEvnbxuxdNpIDPReD/JMTk5O/fPzl0+5//hu6n8v/J6/8zoj+o6lc5seONg54Rfoi7GRCXWrNWDx9BUZtoT/V0xsNH+s+I0mdZpTsujrinVkv3G4OXvQdfD33Lh3jRF9x+DmnPmAIEH4XOVGPW9uavxF1fODur3fw3xWx/tKbtXzs4b3pWurJrg7OxATG0d0XDz5XZ3o+0NLxvbr+sHHZaR0UU9KF/UECYSGRKLWqHBxdKNFw9bMn7IEpeG7x3PExEYzY8EMUc/nIRKdTvdxnbfysKj7FzIc5Pgu7zPg4XP0NdxXr7EzuXn/ceqc1Lnt6GYfvJs3+Khzv6bBgF+CzAY5OhV/v5kDhI/zsfV8TvnS6t28cD9ZXc/nhXv6r1fzYBcsm36mm3f50urYvH4/76rnxczjwmft95UbePj8JTfvP8ZAX0GbxrVzOyRBEAQhC4l6XvgciQRb+Kwdv3iN4LBw3BztGdilLdYW5mn2JyQm8cI/ELlUiruLI3KZLHcCFQRBED7Ku+p5QciLRIItfNa2/zkjw+1x8Qn8sXIdu4+cwk6pI0kDiTo92rdsSudWzVLnaxUEQRDytszqeUHIy0SCLXxx4hMT6TF0LIWlLzhYNxwno5SR67cj5EzYv5HHT58xbcTPb10dSxAE4UugUqnZfew0m3fs4nlACEp9BfWqV+b7Fk0yXNFSEISsIZrxhC/Omi27cdO+ZG65kNTkGqC4hZq1Vfy5d+sqpy/fyMUIBUEQsl9iUjJ9Rk1iz79LGex0i9MNffi38jOMH+/ih5+Gc/nWvdwOURC+WCLBFr4oOp2Ozbv381PhsP+uewCAoVzHj/lD2bhjZ84HJwiCkIMWrFyLdewDNlbzo65TEpb6OgqYqhnjFc5Cb3+GTJ5FfEJibocpCF8kkWALX5S4+ASi4hIobqHO9BhvmySe+fjlYFSCIAg5Kz4xke0HTzDOK5SMhpxUt0+mnFUie46ezvngBOErIBJs4Yui0NNDrYUEdeb9q6OSpegrxJKxgiB8uR489cHNVIezkSbTYxrZR3DpypUcjEoQvh4iwRa+KAqFHpW9PNnxwiDTYza/NKN29XcvsysIgvC50ul0vGsYt0yScpwgCFlPJNjCF6fL922Zdc+Gx9Hp57w+5q/PHl8T2jSpnwuRCYIg5IxCHq48i4KA+My/5vcHmlO6VKmcC0oQviIiwRa+OOVKFGFAz240O+rEqGvWHPLTZ7ePAb3OOzDwqhNzJ43C1soyt8MUBEHINkZKQ5rUqsKM29Zk1Eh9KUTBmWB9mtWtnvPBCcJXQMyDLXyRmtevRcUyJdm89yDL79xBLpNRuVFFxtWpjrGRMrfDEwRByHY/9+xMr+FP6HRGRj/PMEpbJROeJGXjcxOWPTZn5qjBoj4UhGzyVSbYoRGRhEZEYWVmio2VRW6H81F0Oh1+QSHExSfgYGuNqbFRlpWtUqvx8QtEp9Ph6miP4jMdEGhnbUm/Tt/ldhiCIAi5QmlowF9zprJp72FG7NzD86AIlPpy6lUpz8o+zSng7pLbIQrCF+urSrDvPHrKwuWrufHgCfbGUoJitRQt4Ebfrp0oVdQzt8N7b4fPXGLZmnUEh4ZhaSDFP1ZLzfKl+Kl7JxztbD66XLVGw4oN2/l3xx6UUjVSiYQolYRWjerxY4c26CsUWXgXgiAIQnYz0FfQ8dvGdPy2cW6HIghfla8mwb56+z4/T5jOyKLBrPgmHkM5JGlgx4sQBozzYcaYoTSpUym3w3ynf3fu5+916/ilVBC1KiYhlUBEkoQVj6LoOPAeq37/BWd72w8uV6PRMmzyLJL8brK+cjBFzFPmkX4cLWP6hZ30v3efRb9MQE/vq/mREQRBEAQhi4VHhHHtzhW0Wi1FChbD2eHLfJPyVQxy1Gq1jJ81j9/KBvBDgZTkGkBfBm3zJbC4QgDjZ89Hrc58vtC8IDQ8kj9WrmNTdT/qOKYk1wAW+jqGFI+iq3sQsxYs/aiyD5w6T8jzO6yq7J+aXAMUMNWwtGIg0vAnbNl/NCtuQxAEQRCEr0xcfCyTZo2hXc/mbF+9lb3rd9F9YAd+HtOX4NCg3A4vy30VCfbFG3dR6mKp65iU4f4qdsk4GSRx9OzlHI7sw2zdf4Smrgm4Gmf8INCtQAxX7zwgKDT8g8vetH0n/QqGoEg/sx0yKQzwDGHTjl0fXK4gCIIgCF+3ZFUyP4/pS9KzZH73XsKQwqMY6DmcP7yX4RbnQe+hXQmP/PDcJS/7KhLsRy9eUt4qHslbZt2vYBHNg6c+ORfUR3jy5DHlLWIz3W+kp6OwlYTnvv4fXPbjlwGUt0nOdH8F22Qe+4eJRQkEQRCELBefmMjuo6dZsWkn2w4eJzo2LrdDErLQoRP7IAp6FOiLkZ5x6naFTJ9vXdtSTOnFP1tX52KEWe+rSLAN9RVEqd/edzharYeBft4exGdgYEi06u1rc0Un81GDEQ0UekQlZ152dLIUAz0Zkrc9pQiCIAjCB/p3537qt/+Rg//+Sdy5FZzdtoSGHXuzcNU/aLXa3A5PyAI792yjgf03SCUZp52NHZux6+D2L6oR76tIsKt5l+aon4LYTJLTBDXs9TWkXrXyORzZh6lVrQqb/awz3X8vUk5okpxinvk+vOzK5dniY5Lp/s3PjahVoeQHlysIgiAImdm4+yDr/lnHzlovWVPFl/ElI/iroj/H6vty9shuFq76J7dDFLJAYGgArkbume53UDoRnxhHUnLGXXk/R19Fgm1nbUmtimUZftUW1X8ehjVaGHPdhnJexXB3dsidAN9TNe/SxMnMWfwgfSIcnSxh2FV7OrZqhp78w2f6aP9tU1Y/NeNyaPo5r+9GyFn40JKObVp+VNyCIAiC8F/JySoWrlrPikr+5DdNO7bIXqllVWV/1u/YT0RUdC5FKGQVUyNTwpNCM90flRyJVCpDoZe3exJ8iK8iwQYYM7AP4WbFqHfYlRUPjTgRoM+qR0oaHHXluaIQU4YPzO0Q30kmk7Lwl/Gs9XejzUlnNj8z5HiAPr/fMaPWQReKlqtJlzbNP6psd2cHpo8aTJezTgy8ZMdBX30O++kz/IoNrU84MWpAH4oV/PCWcUEQBEHIyKnL1/E0U+Npps5wv42hlnpOyew/cT6HIxOyWoO6TTgafCjT/ccCD1G3SgOk0i8nLf1qJjU2NNBn0S/juXjjDjv2HmBPcChWlpb8PLA+lcqU+Gz+UR3tbNiy9HcOn7nIrqPHiAuJx9XFhT96NaRIAY9PKrtquVLsWP4H2w4cZcWVy+h0UNLbi+0T6n22K14KgiAIeVNoRCT5jN7eJcDDMJbQiIgcikjILk0bfMumnf9wyH8fdR0aphnPdSPsKvsDdrF4yMpcjDDrfTUJNoBEIqFCqeJUKFU8t0P5JAqFHo1rVaFxrSpptkfHxhEcGo6JsRF21pYfVbaluSnd27Wge7sWWRCpkBckJiYQGBKAXK6Hk72zGKgqCJ+pxKRk9p84x7kL51FrNBQvVoxvG9TG3DTz8TN5mY2lBYfj9N96zNMEY4pZigaez52ZiRkLZixl+MRBHA0+gLd5ZeQSOTdjrhKUHMjM8b/j7vJlvSX/qhLsL5WPfxALVqzm1OWb2BpJCY/Xks/FgV6dO1ClrFduhyfkkpjYaJat+ZP9x/ZgqjAlUZ2I0kjJD20706x+S5FoC8Jn5M6jp/w0dhrFzRJo6hCOvkzH0RPXabJ+C+MH9aFB9by/EvF/VS1bkkm/6fEgSk6hDLqJBCdIOeKnYHD1irkQnZDVXBzdWLd4M5dvXuTClXNoNRq+L9qRGhVrIZenH//1uRMJ9mfu2Ut/ug0ZSzePYGY3icVcoUOlhf2+wYyfEcDgPr3o0Kphbocp5LDYuBj6DOuOK+5MK/UrNga26HQ67kfdZc265bzwec6AnkNyO0xBEN5DaEQk/cdMYbqXP41cElO3N3dL5G4BOd/P+xM7aytKFfXMxSg/nEKhx09d29Nt9WpWVfGjwBsDHQPipXQ750j7Fo2wMDPNxSiFrCSVSilfqiLlS335D00iwf6MxcUnMGzyDAYUDKSb5+tJ+fWk0NQ1kYKm/nz7xzKaNaiWi1EKuWHlP8tw1rnSs2C/1JZqiURCEfNijC42iVFHB1G3RgOKen7e3aUE4WuwZe8h6tnHpkmuXylqoWZIkVBW/buJUpPH5EJ0n6Z143poNFpa/L2eklZqPI3i8Ukw4GyQHp1aNuHHDm1zO0RB+Cgiwf4MabValqzdxKotu5HpkulQKeMVrwqbq6lmn8zWfcdoXrdWDkcp5BaVSsWeQzuYWGJmht1AjPVMqGffmC07N1B0qEiwBSGvO3z8JNMLZT7Qr5V7PBO230WlUqOn9/l9rbdr2oBm9Wpy7NxlAkPDqWZuyoTK3pgYKXM7NEH4aJ/fb6LAvOVruHr6IONKhHE0wACFLPNjK1tG8eDhYxAJ9lcjLCIUuUQPe2Xm87oXNS3G2mdf1ohtQfhSxSUmYamf+YqGRno65FJISk7+LBNsSJnp678D9wXhc/Z5/iZ+xYJCw9m89zCnG/lxPUxBtOrt0wtGq2XoGxjkUHRCXqCvr0+iOgGNVoNMmvHTV7wmHn3F20fvC4KQN7g7OXAtzIf8pgkZ7r8fKcfYUB8jpWEOR5axWw8e88/WnVy9fQ+Acl7F+L5lM7GWgvBV+TwmfxZS7T5ykqYuCVjq66hom8y9SD384jJOonQ62PLSgga1quZwlEJusjCzxM3Rg2vhlzM95kzYCWpUr52DUQmC8LFaN2/Kkic2JGnS79PpYMEDS1o2rp8nZgZatXkHP4+dRMnoo/xT6QnrKz6haMRhfho1kfXb9+Z2eIKQY0SC/ZkJDgmhgFE8AEq5jk4F4xhywZwEddqKVaeD3+6aobSwpWLpYrkRqpCLOn7XlbXPVxKeFJZu3+WQC9yKvEGTuh+36qcgCDmrZoUyOOUvRrdzjjyJft2gEpooZcw1a+6qHOnculkuRpji4o27rNu4md21feldOIZ8Jhrym2roVySGXbV9WbHuX67dfZjbYQpCjhBdRD4zlhYWvHxiAKQMbBxSPIbBF8ypu8+GjgXiKG6hIihBxprnFkTJbVg8c0yeaNUQclbNynXw9fdl9MbB1LSvQzFTLxI1iZyLOM2D6LvMmTQfMxOz3A5TEIT3IJVKmTV2KEvWbqLF7gM4KLUoZPAkUke9KuVZ8WPXPDEgcN3mrQwoFIqjMn1/cWcjDX08w1i/eTulxw/PhegEIWeJBPsz07h2NX7YsoMRxcJTB7bMqxjJlTA91j82YrePIc/j9Rn5cz/qV6nw2Q54ET5dh9adqV6pJtv2bGLfw53o6Smo9k0NptSejpHSOLfDEwThA+jJ5fTv8j292rfm/tMXqDUaCrg5Y2pslNuhpTp/8wHzmmTcTxzgG+d4fj98JwcjEoTcI7Kvz4yLgx11qlakx3k1SyoEYKrQIZFAOWsVlvoxdDjtxJA+3WhSU4zGFsDVyY2BvYbmdhiCIGQRhUIPr8IFcuXaCYlJxMbFY2pihL5CkW6/RqtD7y0dTxWylGME4WsgEuzP0OgBPzJ7kZyKe0/T0DkRB/0E7sWacD5Ij5+6tadFAzElnyAIgpA1Hj1/yaqZmzl05goGehIS1VCvSll6dfgOV0f71ONKFnThiH8Izd3SL4gDcNhPHy9P9xyKWhByl0iwP0N6cjmjB/xIjx/acPDURaJiYqlqZ82UahVRGoop+QRBEISscf3uQwaMm0Y/zzCmNY3FXKEjLFHK6ieRdBxwnaWzJlEonxsA37X8lnl/+lLH8SXGemlbqqOTJSx4ZMOggS1y4S4EIeeJBPszZmtlSYcWDXM7DEEQBOEzERMXz0v/IBR6cvK5OiGVZt6nQ6PRMuqXX/m1bAD1nZJSt1sZaBlULBpnpZqxM35j45LfkUgk1K3izfnLlfn2xBmGFg6hjmNKS/ZBPwPm3LOhUpUa1ChfOtvv8Wum0+l44fuMxKREHO2dMTU2ze2QvloiwRYEQRCEL1xYZBTzlq3i0JlLuJhKiU3WgZ4hndq2pN03Gc+hffbqTSxk8WmS6ze1co/n9/vh3Lj3iFJFPZFIJIwd2Ju9x72Yt3kbPc/4A+CV34kevVrSsHpFMatVNtHpdGzetYklK5eQlJCMkZ4RwXGBVCtfk77dB2JjZZvbIX51RIItCIIgZJnZs2dz/PhxAgICUCqVVK9enWHDhmFhYZF6zN27d5k8eTL37t3DwsKCbt260alTp1yM+ssWHhlNp4EjaWAZyOlGkVgbaNHp4GqYHqM2ruGlnz/DendNd97dR0+pbh2VablSCVS1S+D+k+eUKuoJgEQioUmtKjSpVQWVWo1EIkEuy3gxNCHrLFu7iCMHD9HNozeFzIoikUiIUUWz9+VOeg3uzNLfVokkO4eJBFsQBEHIMjKZjNmzZ1OwYEGio6MZNmwYo0aNYvHixQDExsbSo0cP2rdvz6pVq7h37x69evXC1taWhg1Fl7fssGjVeupYBDKhVHjqNokEylqr2FjdlzoHj9KkTk2KFvRIc56enpwozduT4wSNDLk842P05FmTYty+cyRLyvkvpaEe8QmqbCn7Y1k8KYhDwfRTL770f8Hzl8/Q1zfAq0gpDPRfj7d6/vIZ23ZtYkaZeZgpzFO3m+iZ0s6jA7pnOhatmM+EYVPTlPn85VNe+vtgaKCkZNHS6OnpZdt9fY1Egi0IgiBkmcGDB6f+2crKio4dOzJkyJDUbQcPHkQqldK3b1+kUimlSpWiTZs2rF+/XiTY2SAhMYl9x89ypH5khvvNFTo654ti0669TBjcL82+KmVL0m+jMeNKhmc4/V68WsIRPwU/lvHKhshfex5qjsq1WpaXa6TUJ06ScfeX3GJsBcZFX69T8PzlU2bP/4WnLx6T38KTOFUsAXF+tGnWnq7f90QqlbJ972Zq2tdLk1y/qbFTcwZf6E1MbDQmxqY8fHqfXxfMwNfvJR7m+YlJjiYkMZj2rTrzQ6tOohtPFhEJtiAIgpBtzp07R+HChVP/fv/+fYoWLZpmcF3x4sXZtGlTboT3xQsKDcfcQIJDBqsrvuJtncCR58/TbS+Uz4187u7Muh3L6BLhvJl3aXUw6aY1FUoVw9HOJhsiTyELe4AyxIYi5lZZXraRRkFcXHKWl/tJLF//0cfvBX2H96CFY2t+Lj8SPWlKC3NgfADLDi8gODSIUQPH8/TZE2qZ1Mu0SFOFKTZGdvgH+SMLCWTA6N60c+lINe+ayKUpaaBf3EsW75pPeEQoA3oOybQs4f2JBDuXPHvpz7/b93DywiVUag0F3Z2xd3Tmzu1bhEbFYmNuSvPGDWlRv2a2Tr2n1Wo5fuEqG7fv5NELPwz05NSsUpHvmjfGxcEu264r5A1x8XHsPrydPft3Eh4VhpWZNU0aNaNJneYYKfPOCnHC52nv3r1s2rSJtWvXpm6LjY3FxMQkzXGmpqbExsZ+UNlmZkrQ5O2vMAuL3P8dSkg2JyZJi0YLskwmDIlMkmJspMww3sWzJ/B9n2HcOqOkk1sorsZqnkTL+fu5DVozZ9ZMHZm9q0kmGyI3NMGlSvb0H7Z89yG5Zvz0hTS0b0p9pyZpttsrHRhaZAwjzg/E77unmJoYExeV+e+PTqcjThWLra05U2ZOprXz99RyqJvmGCcjF0YUHc/Qw/3p9F0HPFw9MiktZ1lYKNNt0+l0XL9znfuP7qHQU1ClfFXsbe0zODt7SeRvb+nPsdpJDHx57ciZi0z6bQEdPaJYXT6WWJWEnqej0Q++yaTCsbibqHkaLWfF3kA27dzDsjlTsLYwz/I4NBotY2f9zqM71+hbIISK1ZOJVknY8iiY9v2PM3PMECpn86s/IfeEhAXTf0RPHKROtLPrgL2zI4EJ/hzatY+tOzeyYOYyrC2zr2VK+LLt2bOHiRMn8ueff1KsWLHU7cbGxoSFhaU5Njo6GmNj4/8W8VZRUfFoVXnr9f6bLCyMiIiIy+0wMFQY4mhnzbGAIOpmMhvIZl9LqjetlmG8UuSsnjeTU1eusWLLDsKeRWFnbUmbzo2pW9kbjYpsvU9ZTAIqtZKIiPgsL9vCInvKzQqRURGcvXKG+eX/ynC/oVxJbbv6rN2wjqqVa7F93Raq2tfM8Nh7kbdRGhmREK/hzsM79PYelOFxxnomVLetzdqN6+nfPeNjclJG/z4Pn95nyuzxxEfHUdS8BInaBKb/Pp3K5aoyYsA4lIbpE/LsIlNIMXbJ/Ho5lmCLgS8pAoJDmfjrAtZX88fLMmVwRavDVnQqGM/AYq+fQB2VyVS1D2DW7UTGzviNxTMnZ3ksa7btJuTRZXbX8sPw/z8JTsBY83Dq2cfSfdqv7FzxBxZmnzaPpizswacHm5FkQ2QxCdlT9iczzO0A3mnCjFFUMKpCS7d2qdusDKwpZuHF5hf/MHHmGBbMXIpOpyMoJBCtVoutjR1yWd5uNRRy36ZNm5g9ezaLFy+mbNmyafYVLlyYffv2odVqU7uJ3LlzJ003EiFrdWv/HeMXLqCohS+O/+kqsumZkhtRxkyuXTXT8/UVCto0rk3dShWyO1Th/4JCg7AxskMpzzyBczfKzxG//fzcezhLVy3isP9+6jqmzZcikyJY+WwpXbv2IDDYH2cTFxSy9Mvcv+KhzMdNv2tZdh9Z6YXvcwaO7sMPrl2oXKA6UklK/ZHgEc+qp38xZPxP/DFjSZ75jsqxKMTAlxSb9hygpVtsanJ9O1yOT5yM/kUyfr3zc5EIyu99xhMfP/K7OmVZHBqNln+27mK5d3Bqcv2mCrbJ1HFIYNv+o3Rr1+KjryMLe8BGH380tiU+PthMGMn1iUvMuafVD2FlZPLug3LR42cPefnShyHlxmS4v4VLGwZe6sni1Qs4cvwgcXGxyKQydFId3zZpQ8c2XVHoZV5JC1+v1atXs3DhQpYvX06JEul/7+vXr8+cOXP4888/6dmzJ/fv32fTpk1MnDgx54P9StSvVoGAoCDqr99EG/c4KlvHEqOSstXPigexSv6cPl6sApzHmBiZEJUYiVanQSrJeJaWyORwTExN0FfoM++XRQwe149LkeepalkDI7kxD2LucSLoCG2af0/jOs14+PQ+kUkR6HS6TAcyRiRHYGyfN7+/lq9dQkO7b9K11BvKlfQq2I8Jt0Zy9tIpqleslTsB/keupflf68CXC5cuM8EjJvXvp4P0aeicmGnfOIUM6jkmcuH67SxNsF8GBCHRJFHCMvMpir5xjGTZ5UuflGBv9PHHPLAyFkkOH11GZgwN9EhIzFtTLL3i4Jj7fS/f5tKNC5S1Ko9MmnHFLZfKKWlelr17dtKv0GA8zQojkUjwiX3OxqPruH7zKr9NWSCmdRLSmTZtGnK5PF33vj179uDo6IixsTF//fUXkyZNYsmSJVhYWNCvXz8aNWqUSxF/HTq3bkadqhXZtPsAKx4/Ql+hoG6basyuXgkDffGwnNc42jtha2PP9bCrlLH2Trdfp9NxIuwInVv2AMDF0Y29/+5n656dHD95hMTEBDy88rOsySpcHFOWsi/oUQiZvoz7UXcpYl4sXZlanZaTYUcZ0mVk9t7cR4hPiOf0pRPML78sw/1SiYy6No3YtXf7151gZ+fAF/i0wS85MShFLtWl/lmjk/COfvLoSXXo68s/Kbb/nhsaqY+e7O0X1pOmzJX6Kdc10Jfj6OBKiarOH13G1yijgR1ZSV9fjiyTVpFXpEipY9+QQuZFUre5GrszuMhIZt+byv7j2+nUtvMHXTe77yu3/Pe+3jX45Uv24MG7u4QVLVqUDRs25EA0wpuc7W0Z1KNjbochvKfunX5k1typOCgdcVC+bmDT6XRs8fkXtYGaquWrp25XKBQ0qNmYBjUbZ1ieRCKhe8feLF66gNHFJ2Fj8HrgqFanZe2zlZhYmVLOq3z23dRHioqOwEhhhLFe5mM1nIycORZ8MAejerscT7Cze+ALfPzgl5wYlOJZoACHfB9T1jql5bWsdTIjLpkxXgcZvbHRaOFogCEN3d0+OraM7stUaUK0SsKTaBn5TTUZnnc40IRiJYt90meSmKQmIUn11Q1Q+RQ5cV/53QqzLnIdHXTdMnxVqNVpuRF2lQHFhqXbJ5XIaO7YmpUbltK0Xpv3vubX9O/1rsEvgpAXJCYlc+DkOa5cu45EIqFM6VI0rF4RfYVo0c4LqpWvQWTXcMYvG05pK288jQoTp47lTPhJjC2M+X3aog/ub9ygZmMioyIYvXYQ5Wwqkt+wIDHqaE6HHsfWwY454+flyXmwTU3MiEuOI0Edj2Em/dKDEwKxsMg788Jk0jEhe2zatIlJkyaxePFiKlasmGZf4cKFuXv3Llrt6wEYX9rAl8SkZK7decCqR0pexqa0HlawSUZPApueZTwobv1TY8ytbChRqECWxqJQ6NGqUT1m3rFBq0u//3G0nG0vjGj9TYMsva6QN3gVKYXSRMnxwIxXSDvqfxBDuZICpp4Z7i9kVhS/kJeoVHmzi44gCG939c4DGnXszZFNSykfs59yUfs4tGExDTv05trdh7kdnvB/Tet/y+YVeyjTqBzBzoFoiqgZOXwcy+etxcrC+qPKbNf8Bzb+tZPidUoQ5BSApChMGDuNRbOXY2ZqnrU3kEWMlMZ4e1XgVOCxDPfrdDqOhhykcYOmORxZ5nKsBVsMfIHdR0/jJA2li1c0LY9YMbh4LM3dEphfKYJ2x6y4Fymne6F4nI00vIiVsfKxGTv8LVk+Z2i2xNPrhzb0vX2HTmekDCgUird1MnFqCVueK/n9vjXD+nbDwSbrJ/fPiE6n48bdaxw5sYu42EicnArQpF5L7G2zvu/25yg8Mpzdh7bz7NkTDAwMqF6lNhVKV0ozZuFDSCQSJo+aTv+RvfBP8KW+QyNsDO0ITgjiYMAeDvseoH+RwZm2ZCRpU94QyWRv72YiCELe4+MfxM8TfuGPcgHUdHj9trdTwXiO+eszYPwvrF8wC2f77Jl7WvgwZiZmfNf8hywt08LMkh9afVgXv9zWrcOPDBzdG3ulI16WpVO3q7VqNr5Yi0qpomalOrkYYVoSnU6XQftl1itUqBByuRzFf149vRr4AinzYE+aNCl1Huzu3bt/1DzYUfcv5MkuIh36D2WI001qOyZxOlDBsgfGHA/QRwe4G6ux0NdyM1yBBikmBno0r1eDTm1aYGf9aa883nZfScnJbNx9iI07duMTEoVUAjXLFqNju9aUKVbok64LsOXaMTySWlGwbOaL1kTHRjNmch/CAh/RzjUMWwM1N6OM2fZCSZvmnejWvn+Gid7X0uVg656N/Pn3fLytK+FpXJh4dRynw04gM5bx65Q/sLX6+AWBgkICWb9lNXuP7iI+MQ4jA2Ma12lKfEI8kidSvvfI+PfvqP9B7ipvMWfy/I++ry9FZl1EnIrnzMPp1+pj6/mcklfmwc7IjIXLsHy2mxElIjPcP+2mJbEFvmF4n+6p27LqflQqNYfOXOTA4SP4BoWiVidjojTEw82Nb5s0pHRRzzT1vSzsAQdPW1G+cdYvlf6l1UlZcT/hEWHsPLCNq9cvp3QbKlWWpg1aYmme810vMrqfq7cuM3HWGCzllhQ1LkGiNpELYWfI71GAySNnYG5mkUlpWe9d9XyOJdg5Ka8m2HW/686O6s9wNnrd51mrS/lP/v+GSLcNjpzZtAIjo6ybR/l970ulViOXybK0/9W7EmydTsfAkR0oqrnG1NKhSN+4dEiClHanXPim1c+0bpr+6f1LqxxfefO+jp87ytz5MxldfBJ2hq9b83U6HdtfbuJi/DnWLNqAXP5ps3nodDrUanXqrCAv/X3oMagjQwuPoaBZ2getoIRAptwaw+QxMyhTotxH3deXRCTYuUMk2B+vZpuu7Kz5AjfjjMffPImW0fq0O0c3rEjdlhX3ExASRu8RE7DQRhARl4RSrqNzwXiclBruRuqx5rklRYqV4JdRg9GTp7xgFwn2+/vU+zlx7ijT5k7E27oiZc3Lo0PHlciLXA69wLihU6hWvkYWRvtumd2PWqPm3OXTPHx6Hz25gsre1SjgXjBHY4N31/N5Yzbur4SFiRG+cbI0CbZUQmpSGZQgRV9PjlKZO/ORvqrQctKt+zcICXjE1AZpk2sAG0Mt87396LhhMS0at8szk8e/r8ioCHYc2Mqho/uJiYvGwdaJ5k1aUrdag/ea3i4pOYk/lvxGl3y90iTXkNLFo4VLG27ducGJ88eoU7X+J8UqkUjSxOTi6MqEYVOZNGss3tYVKW9ZGblEzvXIy5wIOkLvrgM+KLkWBCHviElIxsZAm+l+GwMtcVk8BapGo6XfqEm0tX3BqQA9ajuqmFA6OnVwf3WHJLp4xtLznJq5S/9meN8eWXp94e0eP3vI9N8nM7LYBPKZvB7zVda6PHVsGzDt1wksmvUX+dyydjzYx5DL5FSrUJNqFWrmdihvlaODHL92TRrUZc3zzF+zrHliSpOalfLkCN7scvTEbtq5hqVLrl8pbqHGWj+Z2/dv5mxgn+j5y6d06teO+8fu0dG2O2MKT6GOoj6b1vzDgNG9SUh8+wqUcfFx/Di4M9FRkZS0LJPhMRKJhBpWtTl89EB23AKVy1Vj3eLNeFTxYE/8drZFb8DYy5i/fl/Lt41aZ8s1BUHIfq52FtwMz/wh/2a4Hi625ll6zTNXbmCgiqCGXQLPYmSMKxWdbuYsAxn8WjaQ7YdOEB2bN1v/Pxdx8bFs2vUPPQZ2pF335gwc1YdjZw6j1qgzPP7freto5NA0TXL9Sn7TgtS3b8LG7f9kd9hfFJFg56BvG9TmcpQ5yx6a8N+OOft9DVj1zILObb/NneBySVxsJDb6Gb+mfMXGQEdc/IfPh55bNBoNwyYMpKVDO34s+BOFzItga2iHt00lxhafgkmMKb8vnp3hueERYfgH+jNr/jRMEsyw1LdOXQ42I2YKc+Lisu+zsba0ofsPvVny20qWzVvNgJ5DcHF0zbbrCYKQ/Vo1bcyiR1bpvocAdDpY/NiaVk2bZOk1j50+SyunMA74GfCtW0Kmi6vZGmopZ6vl/LXbWXr9r4lfoC8d+7bl7O7TNDNpRX/3oZTXVmLlsmUMGtOPxKTEdOecunicqrY1My2zml1NTpw7mo1Rf3lEgp2DzEyM+WvOFDaEFqDGQTdm3jRl7m1jGh91ZfxdNxZOG4ub09c1a4aTcwGuR2U+17lKC3fDwcneJQej+jTnrpzBUKukpkPddPukEhkd3Lty5PQBoqIjU7cfOX2Qrv3b07Znc1p3asWxc4fp4NGVsKQQ4lSZJ9BPY5/g5Pz5fDaCIOS+Vg3rEKLnzLArNoQlvk4DQhOlDLliQ7i+M982qJ2l10xMSMBUT0uCWoKp4u1Dv8z0tCQmJWfp9b8WWq2WYRMGUt+qCQMLDcfLsjQuRq5UsavBhOLTUUToM2/JnHTnJSUnYiTPfFE5I7kRyXl4zENeJBLsHOZsb8vGxXMZN2oUyV4diSragZ59fmbv6sVZPtf156BJvZbs9DEkMD7jH8Wtzw1xdnTH3cUjhyP7eBevnMPbvGKm+00VZhS0KMzNe9cBWPnPMhb9OY+mpi1ZWmk1HT26U9zCCzulA16WZTjkty/DcuLVcRwNOsC3TUR3DUEQ3p+hgT5LZ00m2a0GVfY50/qUK61OuVJ1nzMa95osnTU5y5dPz58/PxcjTChkpuJiSOZla7RwKUSPAm5i9d+Pcen6eXQJOho4pn8DIZPK6OTRncOn9hMdG51mn7tjPu5H3cu03PuRd3F3ypfl8X7JPq9RY9nohV8AR8+/JDFBRdkSRT55ary3kUgklCtRhHIlirz74DxCpVJz7totIqKisbO2wturKLLM3vF9ABsrW35o1Z12e5czv5w/Ja1SBtaotCnJ9ZTbDvw2deJ7laXRaLh2+wpBoYGYm5rjXaoiCr2cX5FMo9FgKHn7IEa5VI5Gq+Xpi8ds3LaOX0rPxUI/5WdOq9OgkKbE3S5fByZeHYmeVEE9p4YoZPoA+MW9ZNGD36lRtTae+b6cxZgEQcgZxkZKJg39icE/xnL74VMkEihWMB9mJh++evL7aNGgFs3+3UrP/GFMvmbKrXA9SlimH0i59YUSc0trihb8fBpV8pLzl89SwaJKpmO5zBTmFLQozPXbV6hesVbq9pbN27Ljny2UsCiJTJp2fQO1Vs2ugK207vBdtsb+pfnqE+yAkDAmzp7H/cfPqOqoIVkL0+bLqFKmBGMH9cPUOPNXJl+Lf3ftZ/HqDXiYqHFWqngcrUe42oDBvbvRoHqlTy6/U7vemJpa0v2fhZjJE7Ex0HE/HFydPfht6gQKFyj6zjKOnTnM/KW/osQIJ6ULYUkhTI2fQLf2vWjd9LscHThavKgXO69voxEZryiVqE7gfvhdCucvwtpNf1PbvkFqcg0pA0r+frSMZE0Sdob2jC/9C6sf/cUOn824G+cjTh2Lf7wv1SvXYkjfkTl1W4IgfGa0Wi0JiUkY6Otn2iBiZmJMlbJe2R6LtYU5A7r/QIc162ifP5xOJyyZWCaKxi6J6EkhViXhnydK5j+yZcmMn9Kcq9PpSEhMQC6Tv9cMTF8ztVqFofTteYueRJFusGPj2t9w9MQhfrs/ne/dOuFslDLW5mWcD/+8WIWlsyUNajbOtri/RF91gh0eGU3XQaP5wSmANd9Eof//h7ZYlYRpt+L5cXgQK+dOz/JXZZ+T1Zt3snnLRjZUDaCw+etfyEshevT+YxFarY5GNSt/8nVaNGpL0/qtuPvoNrFxsTjZO+Pq5PZe5x49c4hf/5jBT55DKGxeLHW7b5wP8zfOJjEpiY5tunxyjO+rdtV6/LHsN+5E3KSYRfovrp2+WyldrCz2tg48fPSAFmZpu3jYGTqQ36Qgu1/uoKV7WxyUjowoOZ6QhCD84/3wiX3B/pBdjB00+aNXchQE4csVHBbOyg3b2Hn4JMkqNRKJhAZVven6fWvyuTjlWlzfNW2IjZUVS1evI5EQxl21YNhFHdZKCeHJcip4FWHFnE4UcE8ZV5KcrGLDnjOs2n2eiL/i0OigbJGifNemLxXLfPr3zpeoSOHi7Lq6ncY0z3B/siaJ+xF3GJ5/dJrtcrkesyfO4+9/lzF930QMpIaAjkRtIt82bk3ndj0+u6lyc9tX/Wmt3rKTmpahDCgalWa7sZ6OX0qH0v60PnuOnaFVw1qZlPCaTqfj4o07HDl1lsSEeDw8PGherxaW5qZpjktKTmb/yfNcu3EDiURC2VKlqF+1AgpF3nsqj4mLZ/G6zRys64/LfxYk8LZRsaxiAD0Xr6BetQrIs2DJbJlMRonCJT/oHI1Gw7zFcxjgOYxC5mm73DgbuTKi6HhGbPiZ5o1aYmpsmkkpWUtfoc+UUTMZPW0oTRyaU9O+HqYKU/zifNnrv4OHSfdYPGklAAqFgkRN+hHdPQr1ZfK10YQnhdHEpRkOSicUMn2exT1hf+AuZo7/XbTkCIKQzsuAILoOHkNT+zAO1InCxVhDaKKUdU+j6DLoKn9MGUvJIjm/KMcrdSp7U6eyN36BIcTGxyOVStBqddhYWqT5vkxOVtFvzGT0Ix6ypEIYZa1UJGthz8swZvz6kDZt+tGuxee11HdOqF2lHvOX/sr9yDtpGpxe2ee/iyIFi+Fkn76Pu56eHj079qXLdz156f8CiUSCs4Or+K75SF9189f2/UfoWTAyw30SCfTMH8q23bvfWU5oeCQ/9B/GzNkzcffdQaXYA/icXMc3XfuxYdfrOYqv3nlAww69ObhhCaUj9lIqbA971v9Jw469uXHvUVbdVpY5cPIcVe2T0yXXr5SxVuFomMS5q7dyOLLXrty8iKnMLF1y/YqVgQ2lrMty6ETGAwWzS1kvbxbNWk6EUzgDLvSg08nWTLs7DucKziybuxorC2sAqlSqxrnwUxnEbc3ksrNIUMcz6vIgOp1szcCLPxLrEsPiOSspWax0jt6PIAifh/Gzfqe3RyATS4Wn1t3WBloGFo3m1zIBDJ86G40m80VmPlVysooXfgH4Bgaj1WZ+HSd7G6zMzZDJZDja2aRrjFq5aTvKyEesrhJIOWsVEgnoy6ClewLbar5kzb8LeebzJNvu43NloG/ApOG/8PuDWez33UW8OmU+8ZDEYFY/Wc6xsEOMHDjurWXo6emRz60AHq75RXL9Cb7aFmyVSk1kXBIFTDOedB2gkJmKgBuRby1HrdHQZ9Qk6ps+ZZh3ZOrE+e2J50VhGW3WrMXSwpxC+dz5ecIvzC8bQC3H11PddPGM55CfPj+Nm8Y/C2bjZG+TFbeXJQKCQihqHPPWYwqbJBEQHJpDEaUXGBKIs/Lt8zI7K1wICgnMoYhey+9WgAnDpjJOO5lkVTL6Cv10fcGb1GvOmo0ruRp6iTLW3mn2SSVSfJN9GNpvFHWrN0ShpxBdQgRByNTj5y/x8fWlS+OM6+36TknMf5jAyYtXqVUpa1dijU9MZMnaTWzbfwRjuZYkjQ5DQyM6tG5Bu6YN0tR9567eYunqdTx84YuFgZSwBB01y5eib9cOuDjYodFo2bhrP2sqhmQ4X7aTkYYfPKLYtmcdg/uMz9L7+BJUKFOZedP+ZNW/K+h7rit6MgVIoVHtb/ir7RqsLfNOnvEl+2oTbLlchr6ejKAEKXaGGT9l+8fLMTdWolKp2XfiHNv37CEgJBxzEyWN69WjRYNaXLp5F4OkEIYVi0y3KpWbsYZZZYKYunodZbyK84N7ZJrk+pV6Tkm0DY1i/fbdDOvdNTtu96OYm5nyItEQyHweZr9EBeVMTXIuqP8wMzEjLPntCX6YOpTCprk3Y4tUKsVA3yDDfabGpsyeOI9hEwdSIqIklS2ro5QbcSfqFocD99GkQTOa1G2e6SDN0PAQtu3dzPFTR0hMSsDN2Z1vm7WlSrlqIhkXhK/MrYdPqGKnQu8tv/p1bMK5df9RlibYCYlJ/Dh8As6qZ2yvEUp+Uw06HVwOVTBxyxoePX3G2IG9kUgk7D12hjkLFzPRK5hGXokoZBCeJGHV40g6/3yHFb9Ow0BfgU6tophF5g1gdRxiGXP3cpbdw5emUIEi/DJ2NknJSSQkxGNsbCL6UOewr/YbWCKR0KRmJdY8ybxf7trnFtSrVZPuQ8awc/1ielldY33Fx4x1v8O9w6tp8+Mgtu/Zx/cuYemS61eq2ycRGRHJ3mNn+N4j89bg7z2iOXD89CfeVdZqUL0i+3wNiUrO+OZ8YmXcDJNRzbtUzgb2hgplKuMT84yAeP8M98er47kQcpa61RrkcGTvr1ihEvyzZCte9UqxN2EnGyJXE+8Ww69T/6BP1wGZJte379+kY9+2vDznQxf7XgwtMJaSSeVYtOB3xk0fkemSuIIgZE6j0XLrwRMuXL+Nf1BIbofzQaRSKcnat8+YlKSVIpNnbaK1Zutu7JKe82eFIPKbpnRLkUjA2yaZDdX8uHDhLBeu3yE2Lp5p85ewvpo/zd1SkmsAS30dg4pF069AEFPnLkAmlaLS6DJcafKVZI0EWRaM/fnS6Sv0MTezEMl1LviqP/HObb+l48CLeFkkUN/pdcuyTgernxhzLsKcEk+f4ql7wuzqIUj/X2/lM9FQ1T6Qvx7GsfB+HB3LZL7Ut1QC1koJ90JV2Bpk3h/N1kBDTELeWrnK1sqSJrWq0vP8CZZX8sdE73VtF5Igpcd5R7q2aYGhgX6uxWigb0Cntt2Zt30WI4qOTzPdXYI6nvkPZlOnWj3sbOxzLcb3YWZqzg8tO/NDy85YWCiJiIjP9FitVotfoC/DJg6kh0c/ytq87lrioHSkkm1V5tyfxpqNK+j6fa+cCF8QPns6nY7New/x1/pNKEnCyhAehusoWsCDYf16kf8zWPikQslizFooJ04lwUgvfXaq1cEufwumdP+wweRvo9Pp2Lx7Pyu8M25oMtbT0St/GBt37OJ52bJUtVdRxDzjh/+O+WOZv8eHuIQErC3NOBOkoKp9xt+L23yMKVfu3RMQCEJu+aoTbDcnBxZMHcvQyTNZ8CiRujbhqLQS9gRaoDOwYOaY/vQdPYULTUJTk+s3dS8Yw4K7JtyM0E+ToL8pViXBJ1qLi7UZtyJCKG+TcWVxM1wPF1uLrLy9LDG8Xw9mLtRRcc8ZvnGJx80wkYfxSg68NKBDyyZ0bdcit0Pk+5YdSUxKZPi2nyhjXR4nhQth6hDOBZ+mdtV6X8xc0Wq1in+2rWXrro3ExsWi1qjY8GwNUaoIajnUS23pVsgUdHTvzoxdE+nYpityuRikIgjvsnjtRg7t38XSsoGU+v+CVwlq+PdZON2GjGXFr1PzfJJtb2NFlTIlmHIrnumlQ9MlvEsfmmJiYUOpLJxFJDY+gei4hAwXjXmlsm0Sy668wMLcnMqWkZkepy+DsrY6Hr/wo0Oblkxeu5zNln7plla/HKrH9uf6lDa+iVarFd3hhDzpnQm2RqPh3LlzXLhwgZcvX5KYmIilpSXFixenevXqODvn7QrnXbwKF2DvmsWcuHCVB0+ekKzSMryDF+VLFmP/yfNUdtCk++V+RSKBhk5xrH5sQi/PmAyPW/vEmApeRShdsiR/HliDt3VAukpPp4Mlj61p3eyb7LjFTyKXyRgzoDfdvm/DvmNn8I0IJ5+tLbtrVU036ju3SCQSurXvxbdNWnPoxH4CgwPIb16A3tX742DrmNvhZQm1WsXwSYOI94+nf74h5DctiE6n407kLdY/+ZtnMU/p5vljapLtYuSKsdyYJy+eUCi/WOlReLcvva5/G/+gENZt3c3xBn7YvDEmx1AOXQvGotPB7IVLWTxrci5G+X7GDe7Pj8NDaHtKn575QilopsY3Tsaa51bcjjNn2eyRWbrwllwmI1GtZc5NYyKTpXhZqqjvnIj5G9+H0SoJ+np6KBT6xKjf3q0jOlmCvkKPlg1qsWXXPursS6Z/0Viq2iURr5ay/YUhG58ZsqBSOLPu3eTM5VNUK18jy+4HIDwijCu3LqHRaChcoCjuLmJVSeHDZZpgJycns2LFCtauXUtUVBSFCxfG3t4eIyMjgoODWbx4MVOnTqVy5coMGDAAL6/sXwkqu8hlMupU9qZ1k5pERMSlbtdoNCje8WDsbKTB0dGJH85ImFs2gAL/73+WpIH1T43587ENf8/tip21JXsOHWXkVRUjiodhqZ9S+YQnSfnllhWhCmda1K+Z4TVe+AVw5+FTZDIZ5byKYGVu9kn3q1KruXjjLuGRUdhZW1K2eBFkMinPXvpz9/Ez5DIZ5UsWxcLsdQLtYGNFt7bNPum62c3CzJK2zdrndhjv5dGzBzx98Rh9fUPKeXljbPT2gaLbD2wlxi+akUUnpi5jK5FIKG7hxbhSUxl7ZSg3wq9RyqpM6jlyqR4ajZpnPk94+PQBCj0FZby8MTP5tJ8f4cvyNdX1mdm67zCt3OPSJNdv+j5fLHP3PMM/KARHu7w9A4OJkZK/5/7CvpPnWLR7D4H3IrAwNaJJg/qMq1cDYyNlll3r1oMnjJs5Fws9Nfci9YhSSfn3qZJxV8xo7RHPhNLRKGSw9aUZNatWpnxpL2acOUb/IjEZdifxi5NxP0JK2RKF0Wp1vAwMZnyJaA77G7L0vjEKqY66TonsqR+Kq7GGyOQgtu1enWUJdnxCPHMXTuDkheNUtNdhINOyKFCOu1sBRgyaleHc0YKQmUwT7AYNGuDp6cmECROoUaMGCkX61QyfP3/Ozp076du3Lz///DOtW7fOoKTPV3HP/MwJlJGkIXWVx/86GmJB5y6t8PP3p9WWXTgbaTDX13ErFDw93Fj+ax/cnR0AWDZnCrMWLqPK3st42YAOuBUK9aqUZ1nfHulWjPQLDGHSr/N58PQ5lew0JOskTPpNSt0q3ozs3wulYcYzU7zN1v1HWLByHU6GKlyN1TyO1iNCpcDIyIjIyHAq2mlI0KRcp361Cozo1zNX+1h/aR4/e8j0uZMJDgmikHkR4jXxTIsYzzf1WtCv28BMu3Ns2bGBjk7dUpPrNxnKlTRxacFh/32pCXZ4UhiBMf7M/XM2/v6+FLYsRpImkV8iJlKveiMG/jgUfYX4dxVEXQ/g4/OCxuaZj3swlENBCwkvA4LyfIINoFDo0bxudZrXrZ5t17j/9AV9R01iaslgmlVPSO1GGZQg5efz5hwL0Cc4wYJOBeLY6WvCxjH1sbO2RGFqy7x7Ufz8nwXeEtQw9KodrRvXRWlgQFRMLBqNhrb5EmmbL/1iXAClrFT8ceVFltyPWq1i2Lhu5Nfc4XyTYMz+3wKfrIG/H4fTb1h7lv6+CVsruyy5nvDlyzTBnjt3LqVKlXrrye7u7gwYMIAePXrg6+ub1bHlOndnBzzzubH8USR9C0en2388QJ/n8QbUqVwOPbmcji2bcv3eQxISkxju4oSrY9pfRBMjJVOGD2RwVDS3Hz5FIoEShQpgZmKcruyQsAi6Dh5NF9dA1jaJTk3wI5MlTLiRSL/RgSydPRm9DxgN/u/O/axdv441lfwpbvHmsucKepy2YEKpKFp6pFRk4UkSxl1PYsC4IP6cMTFLVmr82j1/+ZSfRv1IO5cOVC9XC6kk5TONSApn2cWFTAwdw5RRM9Odp1ar8Al8TpFCxTMtu4RFSbY+3wCkDDra9Gw9GrUWl0QXRniPRy5N+TmJTo5i5a0ljJoyhDmT5ou+i4Ko6wGlkTGhoW//XQhPBKWhYY7Eo9FoOXPlBg+f+aDQ06NGhdK4OTlkSdlarZZz125z7/Ez9ORyqnqXIr/r6+XTn/sGcPLiNZJVKgrlc6NyGS9kGUxGPX/pSoYWCaGFe0Ka7XaGWlZUC6fWXlsuh+pxKtSB+ZOHY29jBcC8KWPoPWICZ06G84NrGHZKDbcjFPz9zIpixUvSv2vKW0h9hYIktY54tQSlPONummGJUpSGWdMif+zsEaTRj/mtRlCaMVcKGfQqFI1/gpx1G5cyqM/bF2kRhFcyzc7eVeG+SalU4unpmRXx5DkThw6ky6DRBCTI6VkwCldjDeFJUtY9MWLpYyt+nzQ0NclVKPQoXzL90qT/ZWFm+s6p7VZs2Eoj21D6FUmb2JsrdMwtF0zLE/ocOn2RxjUrZ1qGSq3m2LkrXL99k9jYBA6cusgfFYLZ/lzJqkcSXIw0tPGIx9smmb+rh9PjlCVN3RLRk6ZMmzTfO4hmxxUcO3eFelXLv/vDEt5q8coFfOPwLTUd6qbZbqFvyc+FRjDy+kBu3rtOzSpV0uyXSKRIJBKStcnoyzJudU7UJiGXynkR+4wdLzYTGB9A90K92e+7OzW5BjBVmNHPczDjbg7jwtWzVCpXNetvVPisiLoe6teqzty5F+hRKC7DrgvXwvRIkBhQtED298W9fOseY2f+jpUsnspW0YRq9Oi0zpBSRQszZcTPmBobfXTZN+8/ZtQvczAmjmrWMYRrZPT4R0mRggUYNaA3cxYt4/rdBzRyTsBEpmLxXlOmaZRMGzmIutXKppYTHBbOjQePWfFNQobXMZRDhwLxHAvQxzx/Uby9iqbus7O2ZMOfv3H4zEU2HzpMTFgsjo4OTB7TmNLFCqX2DzfQV1C5VGG2Pg+nQ4GM3y7862NFzRotPvrzeNPuvWvokS84wwkNAHoWjKLOod381GuUmPJOeC8f9FOSkJBAWFgYuv9MTuni4pKlQeUljnY2rF8wm5Ubt9Ho4HGS1Wp0OgkNqpZj5W+ts2VUuUajZefhkxyoE5XhfqkEeuQL4e/dezJNsO8/ec7A8b/grB9PY/twLofoYSZXMPaKGW09EvAyUXM3Qo+6+2zp5hnH4OIxuBipOR6gT73/z4gik0L3fKFs2r1HJNifKDIqgis3L9K5fM8M9ytkCurYNmTn3q3pEmyZTEb5EhU5H3yaGg51Mjz/VMBRIpMimHVzCnUcG9CzUD/0ZfpseraeF7HPcTN2Tz1WLpVT37YxO/ZuFQm2kKGvra6vWKo4eqZ2zLgdw8jiEWmS7OAEKYMu29OjQ5sMW3Kz0t1Hzxg0cTrzywVS+41FySaXhAk34uk/ejIr5v7yUW8UHz9/Sf+xU5hdOpAGTomp9zipJEy7FUv7vkNo6prAsiahb3SJjOSovz4DJvzCv3/Owsk2ZbrToNAInI0lGGbSsgwpKyEf9tMnNDws3T6FQo/GtarQuFaVDM58rVv7dgwa94DSVsnpFp3Z+tyQkyGmrKnf8r0/g7cJCgmkiHvmawc4GWlAqyE+IR5T47wxwF/I294rwX7y5AmjR4/m5s2babbrdDokEgn37t3LluDyCmtLc4b17sqQXp1JSExCX1+RrV0m4hIS0Gg0uBhnPr92YXMVAY8yXsEwJCyCPqMmM7mEP81cU1oY/nliQznrZOZXikyzyteQEjF8f8wKM4WWwuZq/OLT3ldhMxWBL3JvKfQvRWh4CJZKawzlmb/OdDFy427QzQz3tW/TmUkzxlDUogQ2BrZp9j2LecKJwCOML/0LHib508wQ4GzkSmhicJoEG8DF2I0TgUc+/oaEL9LXWtdLpVL+mDaOn8ZM4ciRINo5h2FloOV6pJItz43o0LIprRrVfXdBn2jxqnUMLRKaJrmGlDFAv5QOpdkxQ05cuEqdyt6ZlJC5pWv/pW/BMBo6p+3PrJBBBat4zgTImFY6/ZS0tR2TGFoklN8X/83s8SlTnpqbGhMUDxotGS5lDuAXL0MmAWPTjx9UXbqoJ2O7t6Tl4m3UdVFTyyaCJI2EHQE2PI034repyzAzNf/o8gGSVckcO3MYtSoZvzgZBUwzTrIjkiSotWConzPdhHJKfEI8B0/s4/GThyj0FVSrWJNSxcpk6UwzX6v3SrBHjhyJnp4ef/zxB9bW1l/tBy+VSjFSZv8vl6GBPhptyi+0hX7GLQQB8TLMMnlVuGHXfho5RqUm13ci5IQmSdn/n+QawNpAy8LKEbQ9akUJCxWVbNNW7AEJMkxNPv6VpJDC1MSMyMQI1Fp1mi4bbwpPCkWpNGLlPyvYvnsHsXGxONk70eKb1lSrWJNO33dj/Lrh1LSrSxkLbzQ6NaeDTnAm6CRtPNqTz7RABmWGYSxPP0NJeFIYpqaiFUZI62uu663MzVj7xywuXL/DgWMniI+Lw7WUGxtH1smRgY1RMbFcvHWfJc0y7g4hlUAn91B27tv/wQl2fGIiJy7eYE7T2Az3b3luSK9CsZl2j2jjHs+M3XeIionFzMQYFwc7nOxsOegXTCOX9AMQtTpY/9iIZKk+7RrU+6BY/6tBhWIkxJYjgCD23r+EXKGgwff1qFmpDnp6nzbH/8VrF/l59EBclK44yYqx/GEENRyCMzz232fG1KhQ9ZOvmZccOXWQmX9MpahFcQobFSVencAvxydiYmnKzAlzsbGyfXchQqbeK8F+9OgRW7duJV++fNkdjwDoyeXUqVSKf59F0qdwxsurr31uReNMKq79x06wuNTr7iW7fAz5ziM+XXL9iqeZGmsDLeeDFfxZJSL9dZrV/7gbEVLZWtvh4ZyPS6HnqWSbvluGTqfjaPBBgpMCIVhCG+v2mNtZ8jz2KSuXLWPH3i3MnPA70bFR/LN5DWcCTmIoMyS/qSd1HOqz02dLStcPp8apZT6OfkiCOp6CZun7zB4LOUTT9i2y85aFz9DXXtdLpVIqlSlBpTIlcvzakdExWCllmQ7oA3A30RD2LCLT/ZmJiY3HSCFNnRnjv0ISZXiYZP7G1EhPh6WhlMjomNRB+X26dWTkL3NwMw6g6BvdN9RamHDVlBi1FGNrW2pWLJtZse9Nqa/k+8adgE6fXNYrT1885qcR/elXcBAlLEuRoI5n7JX7/Hkvgd6F004jeDJQwcKH1syf0S/Lrp/brty8xK8LZjC62CTcTV7/vn/r1oZtPhsZOLoPqxb8+0U9UOS090qwixYtSkhIyFdb6WYHnU6XMg2RVouFqUm62Ry6fd+W7kNvUtw8iWpvLBWr08HyRyZciTShVxkv1BpNuu4qMXGJ2Bq+riyjVdJMX3u94mioISY5ZVnbV9dZ/MCUB4nmTK0t+ulmhe6dezPhl1E4GDqmqdC0Og3/Pl+Lf6wf33l0pK5jw9R9TkbOVLSpwoKHvzF5zliu37zK1DK/Yq9MO6NAA+cmTLw2ClcjdwqbFyUkIYjfbk2npkPd1NlKIOXnbrvPJiKk4dSpKh6chLREXZ97LMxMCYvXEKuSpNbDYYkp80pfD9NDKgFDmRZLq/Qr/mq1Ws5fv82+w8eIjorCwdGRVk0aUNA9pc+8qbERcclawpMkqWswvMnOQMPTGBnemTTUx6gkhCdo06yNULVcKYb/1IeW8xbjZRZHTfskwpMkbHquRK2Tks/djd8njfmgma5y0tpNq2js2JQSlqWAlOlOR5aczfw7E1j3OITmbuEYyHQcC7XiaZwBU8fMpYB71q2AmdtWrFnCD+5d0nwXQcr6Ct+6tuXe3TscP3eEetUbZlKC8C7v9ZM/efJkJk2aRExMDJ6ensj/8wvj6PhlrJaXE3Q6HTsPnWTt5i28DApHLpVgYqTkuxbf0L5Fo9TKyNPDlV/Hj+SnaXMoYJJMbesIErUSVj9SkqiRkKSJoX2/IUhlctp8U5+e37dOXUDA2c6K2xH+2BmmdPdwNVJzMzzzp1CtDh7HpHQjmX7dGIVcwk5/SxQmViybNfqj5tsW0vMuWYEh/Ufyyx8T8DQrTGGjYsRpYjkXdgoTMxNsjezSJNevyKQyOnl0Z+ilfrRy+y5dcg1gY2hHU9eWrH70F05mzlwPu0LdWg04evogzxKfUMy4BImaRM5FnMbM0oz50xeLebCFdERdn3tMjY2oVKoo/zwNp2ehOHa8MGD0ZXMaOCXSzC2BZE1K8nr7/mNuPXhMiUIpXcKiYmL5acwU4sP9ae8WhoOhhjvPDeg97AQ1q1RmzIAfMTTQp3bF0qx7EslPRdO/FW3lEc+MG2a0dk/IsE/1v0+VVPcukW4Gk8a1qlCzUll2HTnNibMXiU6Ko2ZNV1o1qkuJQvmz5XPKClqtlqNnDjK/wrI0220MbJlcZhH3o+5yzP8Ad+KvM7jvGGpUrJXpGgWfo/CIMB48u8+giiMz3C+RSKhpXZf9h/aIBPsTvPejZVRUFP3790/TJ+9LH/iS1XQ6HTMX/sXV8ycYVzyYapWTkJAyBdTMfeu5fO06cyePTm2RLl+yKAfXLeXQmYv8s203j54+w0imYVb5SBo6JaKQweNoOXMubqPLxausnPsLJkZKWjb9hiWbAqjl4IdUAq09Eqi0y4ThXlIclelXKjvga4CJnpaS1nBFvyJFC3gwpmMZypUo8lX1wcwJdarVp7J3NQ6fOsCTp48wNTDll0pz2HtoFwaPMh8AaaFviUarpWIG3UteqWxbnX+eruLb9q0ZV2sKpsamDOw5jGNnDvPw8X2MFErGl5+CV5FS4t9VyJSo63NP784/0GPYAxLVEpY/NGJznVCKmL9++9jKI4GDfrH0HzuVzYvnYmNlwZBJMyglfcSkumGpfagbuyTSu1AUHc+cYvFaC/p2+o5eHb+ny6BbOCvVtHBLSO0CkaCWcCzIhHCNAcOu2jC1VGhqNxWdDvb5GjDvgQ2blnbNMGalgQHtmtSlXZPsHwSaVZJVyWh0WkwV6QdgSiQSipgXw1rfmgf373+Rb/qiY6MxMzBDLs38ocFS34qY6PTrfwjv770S7OHDh6NUKvn999+/uoEvWen8tducPnOSfbV9Mf1/X7g4lYTQJCmtXcKZd/cuk+Yto1XD2pQsUhCJRIKenhxXRzte+r5ET6JhR73QNLOLFDBV82flcH6+CAv/XsfIfj1pWrsqO/cdYPBlFeNKhGJtoKW8dRKtj1izpEoEJSxVQMoI8H2+Boy6bMayqhFs9jFHbm9HiSKF8PRw/SL/neMT4rly6xJJSYl4uOYnv1v6gYHZzdDAkKb1WgAQGBzA3Ue3een/gnzat79+1Ol06L2lQlRI9ZBIJLRp+n3qNgN9AxrV/oZGtb/JktiFL5uo63NXoXxuLJg6lgFjJjGkeFia5PqV+k5JNAqMZczsBURFhBIQGIS7o5pb4XqUtFKlHmeip2N+uUAa79hH17bf4uHiyJ/TJzBmxq/MfRBFNdt44jUyDvnqU86rCP+O+5G5i5fjvfsWdZ2SMJZrOBeqRKVnwoKpgyhSwJ2IiLgPup+g0HA27TnIhUuX0Gq1FC9alLbNGpPf1Ymk5GT2nzzPvoOHiIyOxsHWlhZNGlHNu1S2L4Clr9DH2NAYvzhfnIwynmr3Rexz7K2zZnGf3KRSqThx/ih79u8kIiIcKytr6tVuSERCBLGqGIz10g+CB3gR+wwHB/HG6lO89zR9W7duJX/+vPvK53OwYdtOehcIxVShQ62FObdMWPPYiEJmKgxlOqKSNJw9dZTLF86gUJoyvF8vqpQrycYde/A0jqO4uSrDqfskEhhePIq6B08ysHsnDA30+XPGRGYt+osq+y5Q2hbCNVoS1Ml0PWmJtYEGe6WW+5FyLPS1LKsagbd1Mr1OSykUf5ztd08yPkRCoxqVGdane7ol3D9Hao2apasWsn3/FjxM86OUG/Eo8j4O9o6M+HlcjvetC4sIZea8qdy4c5XClsVJViezLXQjfgm+dCnYC+V/pvNLVCegJ5VzM/waVexqZFjmjfCrFHIvkhPhC18oUdfnvqIFPYhJ1tHaPeNFXADaukXS8/Rt5laIwNhTy7lgfbqdsqS1RzwjvV4P0HM11lDIXMulm3epXr40RQt6sPWvP7hy+z73njxHTy6na1kvXBxSVh2eNW44/kEhnLp8nWSVmhEernh7Ff2oB60TF64ydubvNHWNY5RrNAopHH3+jK6DTtKhZXP2HTuJHWF0dAvFyV7D/ciHLFxwn3+dCzB34qhs/d6RSCQ0rd+CfZd20qNA33T7tTot+4J20apD22yLISdExUTx8+g+SOKk1LFpgJ2tPQHxfqxftQYjA2P2+u6krccP6c5L1iRzOHgfo7tOzPmgvyDvlWAXKVKEsLAwUel+oruPnzGlakq/6KEXzQmIl3GwYTBORindNtRa2PzMkOk3TOlf8CljZvzK1JGDuffwEUYaqG6flGnZTkYajKVJHDt3mca1qqA0NGDikP783LMzT319iYyKY+aCpYwv/AIrAy3RyVKcjdSpk/eveaTEyUjNpuqBQMrgmjHXjzFwfCCLfpmQ7QssZCedTsfUXycQ8MCf6aXmYmVgDYBGq+Fk4FF+GtmLP2cvx90lZwZ2RcVE0XtoN7yNKjKv/DIMZCl93ONUsax78jczbkxkbKmpKGSvv2B2+27H1c2dnf5bKWtVHgN52ukikzRJ7PDfQtceGS9kIwjvQ9T1uU+lUiOTpMzckRkLfS0GMi01HFK+E8paq2ifP442R6zJb6Kmbb6ENMfGJ76eSk8ikVCuRBHKlcj4YdzRzoZ2TT5taj0f/yDGzvqd1VX8KWP9ulXd2yaZ9h7R1N+wmW6e8QwtHpX6MFDaSkVrDx/6X0xm1sJljB+cvTN2tG/ZiV6nO7H5xT984/xtaj0co4pm3bO/kVvIqFft8+5/PHHmaDy0+elYrHvqQ1IBU0+q2NXgr0eLOOS/DzOFOXUc6qd2FwlLDGX50z8pVKQIpYt/+gwwX7P3SrD79OnDjBkz6N+/P4UKFUo38MXOzi5bgstrwiOj2Xn4BC99X2JkZEKDmlUoVjBtUnb30TMOnDhNbGwMLs4uNK1bHSvzlH5eenIZCRoJ18P0OB+s4FjjkDQrYcml8F3+BGJUUo4H6jO/XCBjFizB2EAfqQQSNJm3Iuh0KYMVV2/cmmZ1LHNTE+pUKUdERBw2lub0GzOVHvnD6JAvFisDLf7xUlY8NGLrcyUba6esuKXVwY1wPWzkCVx69JAZS1YxuFt7DA3ePShOp9Nx494jDp8+R0J8PFGyZOSuZTm7cSfBgS8wMbOifs2m5MvBrhl3H97m+vUrzCw9P81S4zKpjFqO9YjXxLN45QJmjP8tR+LZuGM9BfQ8aeuetuXASM+YnoX6MfX6WI4FHKSB8zcEJQSwx28Ht+NvsnjOClasW8qUK2Np49IeL8vSANyOuMHml/9QxKsodas1yJF7EL5Moq7PXVqtltOXb6Av1VFqmx1Gch0NnBPpUjAO1zfeXl4JVZD/PzNDWerrmFgmiklXzWjjkdLHWqOF66FSejjn7Kv+DTv28L17TJrk+pXgRCmmcg1D3kiuX9GTwvTSwVTee56fundMM2tJVjM3s2Dt0vWMnjSGARd7UtiyKGqdmofh96hZuS7j+0z5bKeoCw0PYeU/S7l55zoKqYKnUU+o7ViPyrbVkEv1kEqkdMrfg0uh57mkOceOS5vxtChMvDqeZ1FPaFb/W/p0/Ul0EftEEt1/18LNQOHChV+f8BkMfIm6fwGtKvPW3sxYWBhl2sds1eadLFm7iYYuiZQ0jSU4SY9NPmbkz5ef2eOGAzB86mweP3lMG9cobPVV3Ig2Zt9LA378oTVd2jRn+h/LsH6xm9AEHW7GGvoVzXjS/ziVBO8ddpxoEkzbUy4UKV2BgFvHsJCrWVE94zlQr4Tq0f+sBfHos2r+bNycXvcde/O+nr30Z8U/mzhw+hJSCSSr1DR3jWeoVyzORhqexcjodtISfZmOZq6J6Mt0HPBXcjfWmOkjf6ZquVKZfn6R0TEMnjid4ABfWjlHYKlQcybEkCO+CkrbaGjqHIt/oj4bX5hRqkQFRg+ZjYH+x89QYmGhJCIi40UZ3vTL3IkY+5jRzCXjJXUT1PH8dLEnm5bvxMLM8qPjeV/NOtRnqOcYXP+zuuIr18Ou8MfdOSCVoCeX06Rec35o3QVLc0t0Oh17j+zk363reBnwAgAnWxfatvyepvW+zfa+i5/iff+9PjcZ3ZdMIcWpuFUuRfTxPqe6/mPr+Zzytu+TjKg1GkZO+5WXj27St0Ao3jZJRKukbH6mZOMzQ/6sHEFV+2SSNPDNQRuGloihwX9WZdTpoPR2O/bUD8XJSMPmZ4YsDynG+oW/5uj9NO3cmyWlH6Vb3hxg1k0TdDoYUTLjNR4AupxzpkH7/jSsXglZ2AMOnraifONqHx17Zl797gYE+3P/0V2kUikli5bG3Cz9VIifAwsLJecvX2XQ2L6UNvOmjkN9zPTMeRbzhD0vtyOTyBnuNRbF/xua/nw0j0rNK1OqWFme+jxGoadP6eJlMVLmjcXl8vp3xrvq+fdqwV69enWWBfQ52n7gGJu3bOJwfT+cjF63IgwuFsXIqwkMnjgdiVSKS/wd1jQKQZ6a48QztIiU77ZuxszEhO9aNKHzz6fIbxibbrnaNxnp6XAy0hCYIKOIuYoiBfJz4uwFVMlJHPTTp75T2i+VGJWECVfN6FU4lj1BhvgHhaZJsN/k4eLIlOEDGT9YjW9AEJ0GjOD3SimL0kQnS/j+mBV9isTSqUB8autC90JxXAqJotv031g8YxJFC3qkK1er1dJ/zBS85Y8Y3yA8dTR7F894nsbI+O6oFbaGWrp4RjCkWAT9LyYxY+5IJo78/b3+DT6Ff4A/9ZQlM91vKFdirbQhODQ42xNstUZNaFQILkZumR7jauyOvoE+G5btQGlohOyNec4lEglN6janSd3mxCfEo9Pp8kxlKHz+vva6Pjet2LCdmBfX2FXLH/3//8o7oWVc6WjqOCby4xkLVtcIZ8YNEzxM1NRzSv8dogOUch3RyXDE34jZ9234c3rOL46iUmswymTBnGSNBHP99LNZvclIriU5+e1rN2QlB1tHHGyzr5X/VTtmdrcIJ6uSGTZxIJ3delDB9vWbbCsDa8pYl2PB3bmsf7KKLp69ADCQGqBSqXB38cDdJf33uvBp3ivBLl++fHbHkWdptVoWr/mHP8sFpEmuIaVLx8wyIZTfY4BcCv80Ckk3h6iTkZb53gH0Xvsve1YtZvyg/kyYNZfAhMwHsKi1EJwgxVyhJSBBTgNHO2aPHcbA8b/w8zkLGjon0sojHjM9LRdC9Fn+0Iia9km4Gml4GKpi6tw/MDM2ok7NGrRsWBsLi/QJmEQi4e7j58QlvV7YYNMzJaWtVHQumP6J0dsmmZ8Lh7Fi/UbmTBiRbv+5q7dQRQUwoXZ4utd++Uw0zCofxdTrpjRyTkRfBn+UD6D8njP4+L3A1SnzZDMrmJqYEh4Vlul+jVZDZGIEpibZv3S4TCrDUN+QiORwLPUzfvINTwzFxMgME+O3x6M0zHxaP0H4GF9zXZ+bVGo1/+7Yw7pKwanJ9Zsq2yVTwSaZ1kdsKG2dzKLKoamNGA+j5Cy9b8QuH0Pi1BIM5TqaHbHHq5AHS2f1onC+7K1fM1Ionxung3xxN0n/XVLMQsU/T5X0z+QNrkoL54PkdMznmt1hZiudTseR0wfZuHU9d57cQiKRULJQGb5r3YFq5TMeqP6pDp04iJ3CPk1y/YpUIqNDga4Mv/gTbfP9gKFMyZ2om7TM1yZbYhHgvd8nazQaHj9+zIULFzh37lya/75ktx48wYjEDPuSAcik4GqYwHdukRlO0A8pgzeMSOTmg8fUrVqen/v0YOVjMzLrnHPIzwBXYw1JWngSLaNiqeJUKlOCX0YNwkghxd1EzYwbpgy6YMG1MD1me0cSlSxh8nVTRnpFsqLcE8Z53OblqfW06vUztx8+TVN+YlIy/UdPZv3ff1LCIolNz1IGzG1/Ycj3+TN/BdjGPY7jl2+SnJz+s9h7+CjtXULTJdevVLdPIjpZwuPolGc6Axl86xrDoRN7M71eVmlQtzHHQw+TWW+oK2EXcXZwydYWjFckEgl1qzbkaOChTI85HnKYBnUaZ7pfELLT11rX56YXvgEYydRplhz/r1buCZQo4MrDWCVhSSlfNqcDFbQ6YoWLsYaT3wTj810Am2uHUctJRURULA42udNNqW2LZix+bE2sKv0XQgOnBK6HKbgYkvEsIf88NcLRwYFCufBgkFV0Oh2zFkzjr6WLqWvQiL+rb2RF1X+oLKnG7/NmsXjVgmy57tnzZ/E2r5jpfkt9K1yNPXgc/YhzwadQGCnwKloqW2IR3rMF+/LlywwbNozAwMB0SUpe65eX1aJj47BTvr2bulSixcHw7a+z7JU6YmJTkteW9Wuxdddept5MYozX6+4UAPcj5Yy9YsaYUlH8eMGRHt+3RKFIGWhRp7I3G7YX4GXiPbbVfd0VZe5tY0ISZexvEILhG/+ile2C2OkTTZeBY9m1cmHqtEdzFi/HPPoe62oGcTdSjw7HLSlmoSYqWYK9Yeav7kwVOhQyCfGJiakxvRITE43d/8+NVUlI1oK5Qpd6b1IJ2BpqiXqjwnXQT+JRbORbP7esUKV8dVauW8a/z9fQzr0DUsnrJyGf2OeseraMccOnZHscr/zQpjO9BnemgHFBSlmlHaV9IvAoN2OuM7hRxitsCUJ2+prr+tyk0WqRS9/efUAu1WFgoOCHVs1ptWsHI4oGMeayOUuqRFDZLjn1uJJWKpZUDGbcdQ0zFyzll1GDszv8dCqXKUGFilVoc/I0Y4sHUdk2GYkEbkfImXnHBjcXZ7qfUzCiaAgt3RNQynWEJUr5+7Exa17Y8NecgTke89tEx0aTmJSAhanlew18PHL6INcuXmZCiekYvjHlahW7GpSwKM34A8MoW8ob75IV3uv6KpWKiOhwDPUN3/pmU6vRIpNk8ArkDTKknAs+xbXoy8yZOJ+Q8OB3lit8nPdKsCdMmECJEiVYtGjRV7f4gJO9DQ8iUrptyDNpoVbpZNyINOA7Mu72odbCwwgJTva2AMhkUhZNn8DgidOpst+Xb50isFBoOROkz9lgBSWstIy5ZkvHVt/QoWXT1HIkEglzJ45i+NTZVNz7mFau0ZjLVSy+b8ye+mmT61eauSaw4WU8B06dp3nd6kTFxLL3+FlONUxJ0L0sVcyvFEmPUxYYyHTcidDD0yzjhwWfWBlSqSx1SfY3OTo6seumkuUPjbgWpoeBDAxkOjoUiKN34f8PsIyR46R83c3mdowpHg7Z30ohl8mZO20hoyYPYcjVflSxqo5SZsTD+HvcibjF0L6jqFimcrbH8YqrkxuzJv7O6KlDsQ90pJRJWTQ6NZejzpMoTWTlH39jaZ79gy0F4b++5ro+N7k5ORCaAM9jZLibpF/rAOBwkCklvb3o1b41bs7OTF36N4XMg9Mk169IJDCkaDiV914jPDIaS/OcTZ4kEgljBvzIln0FGL15G+Hno5FLQSrXp03TRsxp04z7T1+wbM16Ju98iKm+lJhkHXUrlWX14O9T5+XObecun2b1vyt48PQehgolGp2axnWb0eX7npi+JSHdtO0fvnVqlya5fsVUYco3Dt+yads/70ywI6Mi+Pvfv9h3dDdyiZyE5HiKFChO5++7Ub50pXTHlypVml23d1PHMePZpGJVsTyIvo+JuwmVClZh8Pj+6En1XpfbvjvlS2XeAi58mPdKsP39/Vm0aBFubp/vK5uPlc/FCScHB3b6pDxp/1d4kpRH0QY8joGhxaKwMkjfArzLxxB7ezvyuzqlbrMwM2XFb79w68ETjpw+z7PQUJJkiTQpboaLizMz6lTD2tI8XVnGRkoWTZ/AvcfPOHjyHJf8/LE3vkoB04wrZYBmDmEcOZeSYF+5fZ/SNjqs34izpkMSF5oFMe26KYvuGdPUNSHDh4llj8xoVq9G6lLub1Io9DkTpMeUslGsr5myjPvtCDnzbpvQ7pgV3zjHU8Y6GYf/L9XuFyfjiJ8+G2s2yTTurGRhZsmfc1Zw58EtTpw9SkJiPDU8ajGtxuxcGSToVaQU2/7ex4nzR7l15wZSqZTepX+iYpkqWFub5OmR08KX62uu63OTgb6CFg1qM+PaHhZVCOK/jdn3I+Xs8lGyfXzKcuQNqlfk7IULeEe/yLRMC30dJWzg3uNnVCmX+SDv7CKRSGjduC6tGtUhJDwCjVaHraVF6poKXoUL8Me08UTHxhEbF4+5mQlKg4+fVSqrbd2zkZVrl9HetTNDKo9GLtUjKCGAnVe30utSZ5bMWYmZqXm683Q6HXee3GJI1TGZll3G2putNze89frhkeH8OKQLRfSLMdVrNjaGdqi0Ki6GnGXyzHH82K0/Teu3SHNO0/pN+W3hHO5H3qGwebF0cW3x+ZdKZarw9MVjTMLMmFZyTmq5F4LPMGnGGPr2GECTus3f+3MSMvdeCba3tzePHj36aivdoX170W/MZGSSIL5xSUzta/04Wk7fiw60bdYAqUTC98f2s9A7gIL/bwHWaGH3SwPG3bRlwdRe6cqVSCR4FS6AV+EPnxO6SAEPihTw4Ort+8x9evOtxxrIdKjUKf2m1WoNBrL0XV4M5dDNM44roQp+PGPBjHJR2Py/y0eCWsKSB6YcCLFh3fj0U909fenH9v0H2V8/JHXRHIDiFmqWVo3gxzMW/HbblG31QgG4HS6nz0UnunzfBzMTsw++948lkUgoXtiL4oW9cuyabxMcFoRcJqdcmQqUKlpavKITct3XXtfnpr6dvqP33Xt0PiNlQKEwylknE6OSsPm5EfPuWzFmwI/YWL0xfZxEiuYdk+wmq7WERUZlb+DvIPkfe2cZGMXVheFnNdmNu6NBQ4K7u7sWKdDSQikUKdDS4lIKRSsUChQv7u5Q3N0JFndP1uf7kY9Amt0QIIEA+/xpGblzZ5KcOXPuOe8RiXB1Mr0iZ2ttha11/lJCiogK589lvzGl3EzcFO4Z290UHnxR7GuWBy7ij7/n8cPQ8UbPF4vEGDCdbmkQDC9dHfrtr1mUU1SkR5E+GdtkYhk13epSxMaXcYtGUaNyLZwcnDP2KxVKJn3/M2OnfU9Lz7bUc2+EjcyWx8mP2BW6lTBRMAUkhShvVZnuhXtnGreWez0K2/gyYeF3VK9U27yKmgvkyMGePHkyo0ePJjg42GjzgcqVK+fJ5PILASV9+W3yGKb/toCpN6Mo42ggSiXmSbKUz7q249OObQCwt7Wl07otFLDW4WJp4GasBHtHJ36b/BVlS+VNK+6iBb0JjBeIVYtxNCF9dCzKDr9a6V+zpXwLMSVCTJqOjJSS4BQJoy/YcSVGRgUnDddjZVTd7kY5FwM2ChkXI8WULVmM5XO/NhpVX799Dz0LJ2Vyrp8hEsGogEQOh7oy/bYH4WlSIlRyPus5mLbN3u82tK9LWEQI03+dyu37NynhUAqNXs2khB9pVr8Vg78YDpjVQcy8Gz52W/8uUVha8NeMSazbsZ9h23fxJDIeiVhMw6oB/Dq1Y5ZATNWKFdi2+ix9jKg+QboS1fVIPQ/m/8Wm7Tv5+vM+VClb+m3cynvP1j2bqOlaN5Nz/SJtvTsx8uQgvvliONZWNpn2iUQiypeqyPmo09R2r2/0/HNRp6job/pvKSExnhPnjzG70p9G93sovajiUoMd+7bSp1u/TPuqlK/O/F+W8M+G5Xxz6ku0Og3Odi60a9mJYXVH0GfwJ8ypvNDouF5W3lR2rs6O/Vvo3eVzk/MzkzNy5GA/ffqUe/fucerUqSz7PpbCl3Kli7Pmz9ncCXxMUFgEVkoFlcqUylTs92mnNnzStgXnr98iJTWNLzzcKFm0UJ7Oy87GmkY1KjP3dgqTymWVoruXIGVfiCXbmzYAwMfDjTIlirL4fjyDSyUSkSamw0EnPi2Wyl81YzOc7gcJEr694EKIyIPVv4+kgKfpnLhbd+7wQwHT6iO+tnrslXLKNhtBW58ilPUrj1SSo1+9D46omEj6j/iMRk5NGVh5aIbgf7w6jmVX/uK7icNY8uvidzxLMx8rZlv/brGQy/m0Yys+7dgKnV6PRCw2GelsVLMK037/iz1BljT3yayJbRDgx4t2NPNOY261eHYHRTFy0s9MHDWUelUrvI1bea+5d+8O1Wxrmdxvb+GAq5U7T0OeULp4mSz7u3XsyYw5PxHgWB47uX2mfVGqSHaFbWN6/zkmx38c9AgvGx9sZKZXNcvYBHD17iWj+4oW9GXsiMmMESahN+gz3reXb1zE264g1jJrk+P62QZw8+5Vk/vN5JwceTnjxo2jXLly9O/fHxcXl4+68KVk0ULZOs0ymZQaFZ6nIMQlJLLz0HGCQoKxtrahad2auS4/NLx/X/oMvcew82IGlYilqK2eNJ2IbU8s+fmWC5NHDcpU5DJm6Nf0GfYD0SopSWo9LX1UfF48mZ1BCq7HypCKoZ6Hig31wml9VMaDJ0HZOthSqQSVLvs27lqDiFpV6mJnY8feIzu5e+8uMrmUmlXqUMG/0kfzO7VszWKq2tWgTYGOmbbbWzgwqPi3jL/+HcdOH6O8X+4UmqhUaRw4vo9799Ofd62qdShf5uN53mZeDbOtz1u0Wh0Xb9whKSUFHxMBmAePg3gUHIZSYUkl/5JYyI3L2SWmpKDR6vnuvB0nI+R0K5qKq6WBq7EyFt6xJkolxtXSgEwMbQuq8FSG8eXs36m5+i9k0rcb4EhKSeXijTvodHpKFS2El7tLnlxHo9Vw5cZFUtNS8fYsgG+h11s5lslkqDWmm8EBqHVqk4oi1SvVomWLNozbOYqWnu2o6FQZg2DgXPQZdodto0/3ftmmKkplUtT67LuUqgymr/8MkUiUKZglk8pQ615yX3rVe9siPr+Ro7+ysLAwFixYYM7Le0VWbNzOn6s20NRbjb9tMpEqGQN37cGvZAl+/nEESkXuFHTY29qwfN7PLF2/lQ57D6HVaVHrBKqWKcYv47vSuE6lTC1uPd1cWP3bDBav2cDWPYeZUTmOqtvdKOuopba7mjS9iImX7BCJoFOhWDbv2EWD6pVMXr9WtepsP/GI+p4RRvefjpRja+vAvYd3mTJ7HL62xfGz9kelVzP92GQsbRX8MmEebi7Gl+M+FLRaLfuP7ebn8vOM7peKpTRxbcG6TWtzxcE+fvYoU2aPp5htCUpbl0GlVzPt6GSUdkpmTJj7wT9vM6+O2dbnDYIgsHrrLpas2YS3lR5XS31GCuF3g7+ifOni3H7wiGm//kloWBhlnQ3EqsWMTpTQq0MrPu/WAbE4c+X5tv1HaVVQzajS0ax4YMWAk44kaUQUtNHTo2gKzb3TqLXTLUOZpLKLhkJWGo6dvUyjmm8n1Uet0TDnr2VsP3SCAGcBhURgUmR67dGPwwblmk63IAj8s/lv/tm4hEI2epwtDVyPEeHs4s3QgZOMRpmzo2aNOuxbv5ta7vWM7n+UFIhWpKFIAdP1U/16DKBCQCU2bFnDthsbEYvEVAioxIyv5uJX3D/b65coUpJEbQLBKU/xtjLecOdM3HE6tHy1NMsSRUuRoI0jJCUILysfE+OeoHObT15pXDPGyZGDXbFiRQIDA81G9xXYsvcwG/7fXt37hQ6QI/3jGXFBxajJM/j9p3G5dj07G2uGft6TwX26k5icjKWFBQpLC5PHuzg58EWPLmw/+C+TLtuxpHYclV2eyz19UzqZxXetWHTXCoWtccf5Ge2bNaDthq0cD5dT2z2zZFSCRsS4K27Uqt+CqbPGM7LUj/jalXh+bsHO7AjewuDRX7Li93VYWipe8wnkfxKS4pGKpDhZOps8pqB1YQ6EvnnznWu3r/DT7ImMLDUGX9viGdvbF+zM9uBNfDO6P8v/WIelRf6p2jfz7skNW79r1y5Wr17NnTt3SElJ4e7du5n2b9++nUWLFhESEoK1tTVNmzZl5MiRyE1Eaj8E/li+ln8P7mJdrTBKvFAEvys4gm/GTmHEV/2YteBvxvhF0LF8aoaK08MkCd/s20JMXDzff5051/bR40fUdkjCXWlgVEASowKSslzX30HLwyRphvRfJfskHgWFAHnvYOv1BoaNn4Z13C2ONY3ENaNoHhbdS6DP0NGs/m2G0bqeV2X+379w9dR6ttQNxdf2+fPd9jSCEeP6MXvK35T0zXn+eePaTflr+R+cjjxBddfMqSJpulSWP1pEtw49kRhR1HqRCv6VqOBvOjhlCqlURpe23Vm69y9Glh6DpSSznT4efpQITTj1azZ6pXFlMhmdWn/C0gN/MbLUGCwkmX2Ef8MPE6WLpF71hq88ZzNZyZGD3b59e37++WdCQkKMFr5UqGDO6XoRvd7AghVrWFg5LJNzDSATw6xKkdTYe58b9wIpU7xorl5bIhHjYJc5bys6Np4la7Zz7MQJVBotvoUK0aVdK0oVLYSg1zEsICmTcw3pxYlflEzhZIScuzrT1dCQLjk4a9woBk6aQUuvZDr6JGAlNXAy0pKF9+0oV7op9+7fo3OBHpmc6/TriGjj04G7t29y4Pg+WjdulyvPIT+iVFih0qlQ6dKwlBr/kIjTxOaKssrSVYvo4tMjk3MN6c+7rU8n7ty6xaHj+8xyTGYykRu23tbWlu7du6NSqfjxx8xSZXfu3OG7775jzpw5NG3alNDQUPr164eVlRVDhw7NzVt5Zzx4HMSFG3dQKOSUKlIYW2sr1mzbzb/NQjLJo0rE0KaACoMhkgkLFjGyZAxdi2QuWCxio2d1rRDq7D1G59bNM0m9KhRKYuOyd/DiNWLkYoFDoRY8TpJyKVZOlRzcQ1RMHP+ev4JKrca3oDdVyvq9/KT/cOzcJeJC7rOifjiyF4LvCil8UzqBGLWExWs2ZvlweFWCw4LYtX8Dx5sF4WDxXFZFIoYOhdLQGsL446/J/DZjTY7HtLRUMGvSbwwfO4hL8eep7VwPK6k19xPvsC9iN1WrVKdd804cOXmQqJhIHOwdqVWlLopcDBD16tyXp8FP+PHytzR1a0FRm+IkaZM4HnOY+8l3mTt1PnLZ84/SsMhQ9v97gYTEVEr6lqJMiQCjKV6fdvksfdyrw2nywrj/Rh/mQcpd5v30pzlFJJfIkYM9YsQIAKZOnZpl36sUvnwskY2rd+5jI1FT3sl4e3WpGLoWiGfP4X9z3cH+L1du3WPo+Gk09khmTKF4bOUGTkc+YuyUa1SvVh2NQUTnwsYb5AD0KpbKxLsmd2dQOaA0mxbOYePuA/x44iQarZbiRYrQvLsXVRz6MGxWDwZUN92dq55zY/bu3/WBO9hKKgdU40TEMRp5NTN6zNGog7Tu3trovpySlJzI1duXsn3e9V0as/fALrODbSYTuWHra9euDcDZs2ez7AsKCsLOzo5mzdJ//728vKhXrx537tx5k2nnCyKiY/lx2iwePnlKQ08VYpGI30ItUCitaOSRmsm5fpFWBdIYc0lDWSfjObd2coFPCieyefd+Rg7om7G9Ye2a/DLrBF+VTMZYqvz9BCmPkiQMO2uPu8KAv6MWS5GOpWs3kZQQx5B+n2bpaaBSa5j26wIOnDxPAy8ttjIdW2KUqMRWzJn0PcVeYWVj846dfF4kOpNz/SJfFE+gycF/+bZ/nzfKCd+5bwOdCyVncq5fpH3BNKbtDiQo9Ck+nsbTLYxRvEhJ/lm4md0Ht7Pz6BZUahWFChZh/OdTePz0Ie37NKegdWE8LDyJ0kTyy+8/0bvr53Tv8Gmu1C6IxWLGDJ/I5RsX2LJjI8eDjqK0VNKgRWMmNJiaIeuanJLET3MmcfHqWSq4VEYmkrM2fiUKWyXjR02hWOHMQS2JRMK4EZO5dP0CW3Zs4HjwUZQKKxq2asykBj9lUUUx8/rk6Lf60KFDuXKx/BrZEASBpJRULCyzjwZAenQ6OTUVSwu56eKT5BTcX9Je3VOh42FC/OtMN8ckJqcwZPw05lQIoaHnc+NdxiGZroVT6HBMh6VUhLXM9Fw9FHqMWm8juDg58FWvLnzV63le2KbLR0iLTEEhV2ZZjnoRRwsnEt+iXqtao0atUWOlsHrpMl9u0rv753w7ZjCFrAtniuYLgsC+0J0Ea5/SpmlbNNnUtwiCQEpqMmKxBKUiq6RfcmoyVhbWL3/ekYlvdC9mPjxyy9abolatWnh7e7Nr1y6aNWtGSEgIhw8f5ssvs/YJeJ9ISErms+E/0tUjhLUtEzKcSm05WHDHhiV3lcSqRTgacQKlYihhqyMyTQIY76Jbxk7FxtCQTNuqlvPDws6NX24mMtIvPpOZTtCI+Py4A2IR/FEjniovrFBGq+L56twBfkpNY9ywgRnbBUFg5KTpWMVe52zLSGzlwv+3w4FQCz4fPo4/fx6PX7EiOXomwWGRlClnPMgE4G2lRywIJCan4GT/+qt24aGPaGlrujGXXAK+9iLCIkNfycEGsLW2pVu7nnRr1zNj27a9m1i+8m/G+E3OlB8dkRbOnK3T0Ol09O6aOxJ3IpGICv6VqWBC0k+n0zJszCA81J78WmVxhs03CAZORvzLN6MH8NfsZfh4Zv4wEolEVAyoTMUAs+xmXpIjB9vLy+vlB+WA/BbZ0Gi0rNq6mw3bdxOXlIJOL+Dv60Pvbp2pV61ipmPjE5NYum4LW/YdRqvTodEJ1KlQms96dMW/ROZCBy83F+7GidAbyGhK819uJSnwKpY7z9UU2/YfpaZLaibn+hm2coFJAVH0POpEaKoYT6Xx6MrteBne7m/WttZGaYdapyZeHYe9hYPRY56mPMHTPW+fB8CNO9dYsfZvzl49hUwiQyaV07ppO3p06vNWmt74Ffdn7MhJTJ45lmJ2JfCzLotar+JM3EnEShG/TfsLK6UVGnXWF4Zer2fLng1s2LqWyNhwBEGgiLcv3Tr1pHGdZhlREwdbB9K0acRr4rH/j0TUM54mP34rz9vM+0Vu2XpTKBQKOnXqxPjx4xk5ciR6vZ727dvTrl27Vx7Lzk4J+vwh97l66y4q2cYwpHTmIIFMDINLJ/EgQcLy+1YMK5OcsS8iTczWJwqiVWLuJkgwZJOJF5EmwcnNAXt7Jeev3ubYmYvo9Hr6dO/IklUb+PdoFF19onG1NHA5Rs7y+0pkYoF51TM71wDOlgaWVQ+lys4TKG1s6Ni8PuX9inP60g2CHt/nYKOITFFnkQiaeKn5Pi2ShStWsfL36Tl6Jg521kSkSShlb/yjIVkrQqUX8PJwyrZeCI0CmVSCg4Px/gCOzi6EB5n+PRAEiEwT4enhYnQMU+ManYpGw8LlvzO69KQsxYduCndGlhrD9xuH8VmP3tja5H3jsD2HdmNI0NHH70vEouc/NLFITG33ekSpI1m9YSnTJ8zI0XipIaZXs98FqalpWPB2lYy0Oi3/XjzGzQc3kUql1Cxfi4BixtNtxPrs52byt/LGjRuUKZOzyluNRkNQUBBFi75+usPbjmxoNFoG/jAJRcJ9/qwQTXknLVoD7A2OZtrcEALbtefzbuldC6Pj4ukz9Adq2kWwrV4cRWz0JGtFbHocx6Af7jJ+xDeZVDaKFfLBxdmZXcERtCmQVRInVi1m82MrNoxukCf39oyTp0/zmVe8yf3VXTVYSAwsvG3NxIpZo5k6Ayx+6MznA96snblcZkGDWo3ZF7iTroV7GbmOjv0Ru/im6/A3us7LOHLyIDN+nUoH7658Vn0AllIFYakh7Dy3lS9PfsqCWUtxsMv77lU1K9dh6/K9HDi+jzt3byGVSRlWZSSVylbNohTwDL1ez5ifRhH5MII+Pl9SslRpBAxcjrnIksULuXPvFt988S2Qnj9Yv0ZD9j/eRZdCPbKMpTNoORC5myHdR+bpfZp5P3ibtn7Lli3Mnj2bBQsWUKFCBaKjoxk7dizfffcdM2fOfKWxEhJSMWizlzJ7W6zZsoM/ysaa3P9FiWT6nXBkWJlkDAL8dMWWNQ+VNPdOo5CNnjruaoacdaBvXAqj/JMyRaMNAvzz1Ik+DcvS7JMBpCZE0dojHoXYwD8HHIhVWdKtQxdO3LtDcnIy3kW96V3ZmY0b11Pfw/jzsZIJdC2YyKWjWzl88ADOrh64OjvSq1CMyZSODoVS+Wnnfe4HhuSoMLFx/Qas3vuUeh5hRvdveqykVrlSqNJ0qNKMO+EAkqQ0tDolcXHGo9S1a7Rk5oydfFUyKUuLeYAL0XK0Eis8XQpnGcPBwfS4xjh88gCuMg98TCh7OFm64O9Yls27ttG2aUejx+Qmazaso5FL80zO9Ys08mjG0H/7MzT8+xwVtN+/HQH2b29F92VYKeWkpGpefmAucefBVf5cNg03Szf8bcqhMSTy/f7vsLG3Z1C/cTjaZ5aXtFTKcMG0z2DSwR44cCD+/v5069aNmjVrGn3xR0REsG3bNlavXs2gQYPeyMF+25GNX/9ei03ifZbUCMuIMsvE0LqAiiouwTTbuJXmDWvhV7wwP/48m1bOoYwOiMs431om0LtYCuUcNXT/5Tdqrv+L2w8eodFoKVWsEJO+H8Jnw8YiFUXQzFuV8YcfmCjh6/Oe9OzYktIlckeVRRAErt5+QFhkNE72dlQKKIlYLEbAgMJIW/RniETgIDew8bESF4WBfiWSeZYlE60SM/aqK44+xWnfrPZrp1FYWkhRiGQM+2oIXft1wSbYjsaezZGJ04so4jXxLHu4kAK+PjRr2Mikg2mKnEYfEpMSmTZvIqP9JlHY5vkSp4fSiy+Kfc0/j5bxx+LZzJoy+5Wu//oo+bRLd5N7/3tf67atI+JhOD/4TUT6/2cnQkJF5yqUsCvNuKMjadKgIdUr1QBgQMcB9BndCxupLY09m2WcE6+OY+nDhfgU8KF28eqIU99edOBdRCPeBsbu62WRjfzE27T1N27coGrVqlSqlB6QcHV1pUuXLhm53+8rUfEpFLU17SQWtdURlipBZ4BfrttwIVrG8VYRmVJGolVieh1zRC4WMiLdBgEmXnXCws6d+ctW0dsnhP5VEzMc8KEkcyjUgqFrN7J0zk8ZRZDHzl6ihLPUqMP5jOJ2OmI1EjZXfcKcW/GsvGJDryqmUzoUUnC3FhMVG5cjB7tNozqs2LCFpfeT6OObOU/8YrSMmbed+eOnbi8d52WU86uAo3sxfriUwtTyUZlWjYNTJAy54EnfvkNf+d1ijG17NuFp6ZntMe5yT6Jjo974WjkhOjYKD0/Tq062clsspBYkJSfmyMGOSVMR7Z9/bJetjYHEpOx1u3OLiMePWPv3JAYXG06AY7mM7V0K92Bb0Gamzh9JnzmzkVs+f442FnJqZjOmSS907969/PXXX4wcORK1Wk3p0qVxc3PDwsKC+Ph4Hjx4QHBwMFWqVGHWrFkZBvN1eZuRDb3ewIr121hWNcpoCoebwkDvIvEsXrWRgX26c/TsZc60iDc6VmkHLa5yNXU6fIa/ixgrmcDlSBF+xYvwwzdfMXv1WqbejMPPQUeUSkJgkoQ+ndvRp3PbTNrUr8uJC1eYNX8xOlUivrYGglLEpAiWDPqsF8V8i3Ps7m3qmIhiPE2WkKgVs65+FJ2PuLLgvgPV3ATS9CIuRYloUa8G4wZ8TmLi6/+Cq9Q60tRaFBZuzJ+xhJ/nTmbHuU2UdPRDpVfxIP5uRovwhIRXu86rRB/WbVtHgGOFTM71i7Tx7sSw0/15+Dj4rUSxs8PYfa1cs4IuXj0zHOUXsZZZ09y9DUtXLadk0XIAWKTYMPf7BcxaOo3t5zZRwqE0an0a9+Pv0bRGCwZ0GUxyytuLDADY2li+NWP5NjF2X1KdhLxppZH75Lat1+v16HQ6tNp0Z02tTrc/MpmMihUrMnHiRC5fvky5cuWIjY1l/fr1OY6g51ecbJU8SZJQxtG4k/0kWYpSLqbKLh+SVVpOtY7Mko/tbGlgSe1Y6ux0QyExkKKXsjHIHndPH+rVrsyDY+sYUCLrSmNDTzVf+saydM0Gpnw3FABHezueJokQBNMlNE9SpLhY6hGLYHjpBDY8VPA4WQoYf1+o9RCRYsAxh/nS1lZK/poxiW/GTGbN0wTaecRiKRU4GmXPxRgZU0cNwb/Emxf5i0Qifhr3J2OnDqLG3jt08onDxULL5QRb9gVb8HmPQTRr8GaF45DevvzarSsUsy6Z7XGR2gh87UzrY+cmjvaORKSFU8jEey1Zm4xap8LmFQoXi9sbT+N8FzjYK4mT5HyF4U04uHku7Tw7ZnKuIT3dpn2BTjy4c5eo8+eo3/q5MIClLPtArsm9SqWSoUOHMnDgQP7991/Onz9PcHAwCQkJODo60qNHD2rXrv1GUesXeZuRjdj4BDQaNWUcTEcc6rmnMur2He4+fEoZZzIKPl5EEODrUw54WKpZVSceL6vnOp9LH8Qzc0EIK+b9TGx8AkFhkdhYKagS4JepvfqbcPTsJSbMmMPcShHU81AjEqXP6WKMjK8X/kX7tu1Y9diavr4JWeQCBQHm3LChc+E0yjjqqe4loWLzXjjZ2yGVSpjqXwo7G9PtVF8Hbw8ffp/+F09DnnDv4R3kMjnly1TMqIbOS27dvoG/TTmT+61l1hSyL8KDx/epXLZqns/nVdDptDwMCcTP13Tnr7KOFdh5ZwsAybeSuayLQe0oo8O344iOCCEs+BFSqYyWxUdgqbDiLLFgOliVJ1ipLEjJJ0v6uYmx+7KWyimMxzua0auR27Z+27ZtjB49OuPfAQHpv7crVqygRYsWREVFMXr0aCIiIlAoFFSpUoUJEybkxa29NVo1acDy8zH84mg8crn8oT3d2rUCkYTgUxtMKop4Kg1U8zCwX1+FUr5FmPZZDQJK+tLj6+GMLhRj8vo9iiZTZccFJozQI5VIKFO8CILcipMRcmq5Z/2QVulh/UMlq+uljykSQceCKSy+a02voilGA087niooUbgAbs45D0AU8HRj8+JfOXXpGifOXkCn01Kndkmm1auO0jL3NPhtrG2ZO20Ft+7d4PDxPTxNScC7bDHWNWidawGTY6cPU9a5IjejrxGeGoa7Muvfd7wmnkuR5xhTc0KuXPNltGjahi2rN1LFpbrRHOGj4QeoWbHOB91fIjfQaNRcPneSL6qaLk5t6NyU7Xu2ZXKwX8ZLK0TkcjmNGjWiUaNXEzQ3Rn6JbEilEjR6AYOAySU0tV6ERCJBKhGjNrHcezxCzv0EKXubRWHxQgaFQgoDSyaSoBGzaNU6xg//Otfl+PR6A9N+XcDCauFUc9UQqxax5bGSJ8kS7OUGfioXzuAN2+jXrSNt1q1jQvlYmnurkInhXoKUX29aE5gkZUODdAOr0otwd3HKtmNjblHAqyAFvN5u0yKpVIrWkH3EVmPQIhHnn/yzZ4hEYkQiETqDDrnEuHKN1qDJNHe1IxQonv5iSf9v9p3D3gYO9kri4t9ONOJtYuy+XhbZyI/klq3v0KEDHTp0MLm/d+/e9O7d+42ukd/o1ro53fYc5O97afQplpzxXjEIsDrQmv2RDqxt24LN+49SyDr7L9vC1jpcalSlV/sWGdviElOyBElexNHCgFgEKpUaayslIpGIb/r1Yei831leMxS/F4JJSVoRg087UMNVTckXChCbeKlY8dCeUZdcmFo+ihdFtc5Eypl03ZU5kz59xSeTLjdXq1I5alUq98rnviqli5d55a6NOSU+MR5XuSvFC3Zh1o2fGBUwFhdL1+f71XH8fG0i/qXKYW/3dqLADWs3Yc3Glax5vIIuBXsgFafbHUEQuBRznp2hW/lj6OK3Mpf3GVVKKnKpBVYy00FFF0sXkqNeTensrb4F8ktkw97WBh9XJ/4Nj6SeifSJbSG21KhWFf+SvjyIFxGSIsHrPwZuTaAVfYqnZHKuX6RfsUTq7DvLqIH9sq+Sfg3OXLmBkzSNaq4aFt6xYt4NGxp5qfBz0BKRJuHbsw7YydRYWVvTs8cnjF35D9+eTW9VKxFB96Kp/Fw5AWuZQLRKzOUoET+VyX7p632mWpWabFi+xqT+dGRaBOEpoZQu9uoNFfIaiURChVKVOBt1itomWveejjpB1f/nX5sxY+bt4mhvy+KZUxg56WeWBEbT1CMREbAv3A5LG0cW//Idzo72uDs7cTjFCog3OdbdZCVlnDO3EPdwceRegowiNsad7OAUCVKpBKXieVS4ca2qqNRqus7/mzKOWgKsE4hSidkVpMDRwkBRGx3L7yvpWCgNa5nA/UQppYsXIdZSQeWdt2jhnYq9VMvZOFuepFowd8pIypcqYfT6GfMIj2TDjr3cvH0bqURC9apVade0/mutht55+IQN23fzJPAuaWorImQxNK7d9J1FY91c3DirPs0nhXujF3SMPj8UP4cAPJVeRKZFciX2InaWdrRs2uatzUkukzNv2p+M/3k0Qy58SRWn6shFFtxMukaqKIUZE+ZStODbSVd5n1FaW2MQ9MSqY3C0cDJ6TFDKExxdXY3uM8VbdbDzS2RDJBLRs0snJi9bSDmnYOz/k/5xIVrG9iBrNo5pgtLSkvZN6/Pjxb0sqh6WqcL6abKEL0qYjka4KAxYyyA2PhEv99zNyAwOj6CMnZp/ApWsfqDkQPOoTB8AowISGXTKgXVbd3Bw/V9s27Wfr1wf0bFQKg4WhoxWvHoDjLvqQvO6NXI9JSQ/Ua96Q/5YPJeTEceo6VY30z6dQcuKR4tp27RDvl1K+6Tzp0yfNRk/B/8sBiAo+QkHw/cy/1tzpMKMmXdFAU831v45myu373Px+m0sLWVMLFqE8n4lMpbvG9WqzIz5iwlMlFDUNquzfDteyu14KXWrls+0vW3LFiz6J4gmXsFGV10X37ejTaM6WQr5WjesQ+Na1Th86jyzFi0nMSGBbkVTaeKlIlkrZstjBb/etGFZ7Rj+fuRM3y9b06hmZZ6EhHH0zCVUGg09CnhTt2p5XF3ssq0bWr9zP7/9vZLOhVL4xjUZtR62H7lP67WbmDPheyrmMIAjCAKz/1rOrgOH6FUkgfbeacRpxGzY+oRlq+cxZ+qyt74CClC3WgNmzZ9OWFoIrQt0oKFnU85GnSZOHUMpez8aezVn7t2fqVstb9XB/ouDnSO/TltI4JMHXL11jsSkVOoVqU+V8tXfao+H9xmpTEbV+g3Zd3sXnxTOukpjEAzsjdxN469erSj3/VvHzCVaN6zF/cBAmh48RL+isdRxV5GqE7E1yJZNT2346fthGblm33zWk+FPg2l1RMoXRaIp66glSiUmViMhIk2CqWRWlR4S1QasrbJ32tJUavYcO8Xu/QdISEzCw82VDq1aULtyeSQmhLRtrKwIU0k5ciPdOP43um4pgT9qxFF5h5J7j4L4dcoYvhg5jiuJCXQvGIuHwsCteCmLHrpg6VKY377KHWH8/IpMJmPmpN8Y+uNXXE+8Sh3nBtjJ7QhMus/e8J14F/Hhy08Hvnygd0T1ijXp2K4LYzePpIl7C8o7VkIv6DkbfYojEQf49uvvKWKOVJgx804RiUSUL12c8qWL4+BglcUhVVpaMqjvJ/RavZrF1UIp/ULqxvVYGf3OeDCs36dZmpg1r1OdDdt28v0lNWMDorH5f3MwjR6WPbBhR7gT/4xpb3ROlhbpYykMqextHYmr4nn+dwsfFdueWNL5iDMlfAtSr1oFAAp6edC7Y87lWU9dusai5SvZ1TCEgtbP30VNvMP5N8yCryf8zIYFs3OUv71u5z7OHj/I4SbBmboztikQxKpAK74d8xmr/9qTqU3428DSUsGA3oP4ZfVUhpYcRUHrwtT3SE+nepQUyNw70xn42RAs5Lm7Wp1Tihb0pVK5gFeSHTTznNa9PmXyV/1xkDvRyKNpRrpNijaZFY//Ruwso2KtOq80pkgQhOxbDr6HJNw5m2N91Es37rBu6w5uP3iIhVxGjSqV6dq6GZ5umSPOer2BY+cusXHbDp6GRmBjZYmHVwF0T8+zsmao0bE3PFKwMbUKC2ZMMnn98KgYvhw1jkKyOHoWjMFDqed2vJS/H7lg71mUuRN/yDCQL5KckkrDT76kiFUae5tFmxz/p2v2iCv2oH/3LiSlpLJ13xH2HjxEQnIq3u4udGjdigY1KmVpmZtbbLp8hMLqjhSr+GbNaozxqhqmkF4JvmP/Vg4e2UdKWjI+ngVp37oTNStnjf68K7K7rzsPbrFh21pu3L6GWCSmcsWqdGrdLVNEJ/lWMmdsYzJysPMLH1sOdq2ir9Y1zsyr8Sp2/l1gzMF+xsbdB/lj2T8UstZS0ErDw2Q5walyhvTrRdvG9Yyek5SSypS58zlx4So1PXRYiAVOhssoVMCbiSOH4uNh3MYKgkCX/kMYU+SOyZTI3sddKN+8D707tnqt++k/cixdrM5TyEbH8vtWXIuVIRVBHXc1nxZL4a8HDijLd2ZQ7+wjgAaDgRafDuDP8g+p4Gw8cNXleAEad51E03otjO5/FV7nHbJ932YWLv8DV0s33Cw9CFeFEa2O5Ku+g2nZKOcFcHnB69zPi5w58QTHJvnnvfG23xnhwUEsmTqNqJBQ/Bz90Rg03Ii5RvlqNfl0xHAs/9M5+WV2/qN3sF/kvwZEq9Wh0WpRKiyNVuimqdR06j+U3l5BfFk8c3OAG3FSehz3ZOaEH6jkX8ro9QRBoMfXI2huc59v/tMBTGeAQefcUBavx9hhxiOrwyfPJC3wFGvrm64uX3ZfyR2P9nz39btpRZyfHGyVWoUgCFhaGP955gYqVRqIRDnSHDXFmxpJs4P9djE72O+G99nBhvT3y6lL14iJT8DVyYGq5cogk758UTkiOpbz126h1+spU7woRQt6Z3t8WFQM3foP5UqbpyaL+vcFW7IkvhILf5n6yvej1mio3qEv/YsnsOmxgn4lUqjnoUatF7HjqSVrHyr5smQS22J92bDot2zneu/RU4b/MIYTTZ+YlBdc/1DBLloyecz8bMfKCa9ra7VaLeevniEmLgZnB2cql6uKVJo76mBvgtnBzh2CHgby5P49JFIppcpXwN7ReF72y+z8K6WIaDQaYmNjMfynp6unZ/bC6+8bl27eZdmaDZy4chupGGyVCjq1akqvDq2wUj5P91BYWrBoxiQGj5nChqBY2nvGYiUzcCLGnlMRMsYPHWjSuQa4fPMuyfGRDK6StTJVKoafykdRc/dpBn/eC3vbrDqWfTu349sxF7NVQ7mdaIV3pQ/r5/MqCILA4ZMHWLtxFXce30YsEuHl6kPndt1o06RDruSoGQwGdhzYwoYta3ka/hgBKF6gBF079sjUwtyMmfeFj8XWv0tkMil1q1Z45fPcnB1p1aBWjo9XqzVYW4izbTpjKzegVr+eLr5ao0UM7A6yZG/TaJxekCAMcNTSpoCKT444YmXzcg18tUaDjVxk0rkGsJMLqJPebUtvmUxGjUq13+kczOQdPkWK4lPkzZXfcuRgP3nyhB9//JFLly7xYsBbEAREIhG3b99+44nkF3YdPs7M+Yv4tlQUC9unoZQK3IqT8tvJDfQ9cYols6ZiY/V8mcDTzYUNC+dw+vINjp85i0atoVK14kxoUCuTM26MY2cv0tYz3qQxcbQwUNnNwLmrt2hSO6s2c5kSRbGxd+ZgaAxNvLJGcqJVYrY/VXC45ZtLLL6vzP97HseOHKazTw++rzUBsUjMzfjrbFq/houXzzPxu2lv5GQbDAYm/vIjj28/oot3T8oUCwAELsVcYMnihdy6fYMh/UeYnWwz7wUfk63/WHB3cSJeJRhVwnrG6SgFRYsYb1byMqyVCiwlBr4vm5TJuX6Gv6OWLkXSOJjw8kL/Ap7uPE4wEKsWZWnE84xT0dYUKf1+NyYy83GQIwd7zJgxpKamMnPmTFxdXT9YZyEqJo6fflvE5nohmfRBSzvomF81glEX9cxbvIIxQwZkOk8sFlOzYgA1K5puBGIMnVaDldS0timAUiqg1RlviCMSiRg1qD/fTp7BXFE4Df7fbAbgQaKEgec8+aRtMzxcnXKla+T7xsVr5zl4aB+Ty/6Ctez5CkAZhwBK2JVi6o2x7Dq0nTZNjBcH5YR9R3cTeOsB48pMRS55XtxSybkqpez8GHfiO6pVqUm1CmYJPTP5n4/F1n9MWFrIadWwNr/e2cv0ilnrdWJUYlY+tOPPAa+X06zWaEnVpetom6JdwTT2Xnx5Zys7G2vqVy3PgrtJ/BAQl2V/aKqYjU+s+fvbN2+xbsZMXpMjB/vGjRusXbuWEiWy18B831mzbR8tfNIyOdfPEIng29KxNNh/imFf9H5pdDonlCzmy96LDnyFcedXo4czERL6FTEtSVS1XBmm/ziSSb8vYOL1pP/rYEu5nyjhs67t6N3p3RZdvEs2bF1DC4+2mZzrZ8jEMtp5dWHD1jVv5GBv2LKG9l5dMjnXz7CSWdPKvR0btqwxO9hm3gs+Flv/sTGw9yf0HnKV0RcFBpeKw1NpQBDgVKScsVfdaNeiKSWyec9kh16vRyoWI8nmW8xCIiCRZr9SqNPrSUxKoW+3TgwacwedAF8VT8BFYcAgwLEwC3646k7PLv3xcPN6rbl+iKSmpecoK/9TgPdfdHodqWmpKBVKpJKPVkDurZKjp+zu7p4lF+9D5OrVa3RwTTS5311poICtiIdBIfiXeHNJtCa1qzJzwd+ci5JTxSVr/tuqQGsK+Xi/tIilegV/tiz5nau37xMSEYWNlZKq5fyySD19bNy6d4OOpUxHOgIcy/LL9cno9LrXMjiCIHD3yW1+qDPR5DFlnSqw4do/rzy2GTPvgo/F1n9s2NlYs2zuNOYv/4dG+0/irBSRrDFga2NH796daNu47ssHMYGVUoGrgw0XouVUNvIeAzgSpsCvuPF3ZlBYBL/+vYEjpy+i0+szVmH3iAuxKjAadysRcakCrq4efPHlYBrVbvrac/1QEASBnQe3sX7zPwSFPwHAx70AfXv2pX6N5plWnoJCn7Bo/WKOnDgAIhAhonHdZvTr3M/8oZLH5MirGDFiBLNnz+aXX37B3t4+j6f07pBIpWhMtEV/hlov5Fo7bQu5nKnfDeHzabMZWSqajoVSsZIJRKaJWXrflrXBTiyd/U2OxhKJRJQrXZxypYvnytzeNfEJcew/tofgyFCcbO1pXKc5nu4vNwZJyYnsP7aHkNBg0jRphKQG46IwrmCiM6Sn54hFYlJSUzh0fB+Pgx6hVFpRr0ZDfAsVe+n1xGIJOoMOqdh4Bbk2n7ZfN2PGGB+Lrf8Ysbe14YfB/Rn6RW/CIqKRy2V4u795GpBIJKJru9b8sms1q51CMjVjg/QUlMWBjvwyoXWWc+89ekrfbyej00BjjxY09W6Jk6UziZoEDoXuY2/yNgZ0a0JSQgDNurY1pyyR7lxPmzuRW1du0tm7O/6+5QC4HnuFpYuWcebcOUYPHY9IJOLOg1sMHDeAaP8yJPX+FIOVFeLkZDZeu87R4T1YPG0JhQu8eTGfGeOYdLCbNGmS6Zc5MjKSWrVq4erqikyW2ZnYt29f3s3wLVKnVg12rL1C+0LGK5TvJUiJ10gpVtgn165Zq1I5/vhpPItXrWHy9jtYy0Wk6aBp7aqsGtU1ix73h44gCPy9fjHLN/2NuqgvyfZ2WD5NZcmmpdSv0ZAxA8dm+f17xsYda1m44ncCnMpT0KIINZ3q8vut2QQ4lmNAyW+ypHGcjTpFxdKV2Xt0F3MWzKCUfRl8FcWJ1EcwZPsAShYrxcTvp2FtlTXFBNJfLJXLVOFM1EnqeRgvJD0bdZKq5vQQM/mYj9HW5yZpKjWhEVHIZDJ8PF7PYY1PTCIqNh57G2tcnBzyYJZZMSXQKwgCQWGRaLVaPN1cUFiabpySmJxCRHQs9atX5uzFS/Q4ASNKRVHZWYNOgP0hlvx805V2LZtnCf4IgsCoqX9ghT1Ni7SkidfzHHBbuR3tC3XBx7ogs9csYFSXumbn+v8cOXWQa5euMCFgOpaS53KwZZ0qUMK+NBMuf8+RUwepV70hI6ePJKR2LVQvpHwZrK2Jr1Edra0N3838nnXz1pufbR5h0sFu06bN25xHvqB907rMnL+U/SEWWVQ5VHoYe9WNrm2b50ir9FXwL1GUeZPHkJKaRnJqGva21h9tesc/21exfP9Ggnr2xGCd3ro9GYipUZ0De/bB/ClMHJI1JWP3we2sWrOcKeVm4aZwz9jevUhv5t+ewx+35zCszPcZ2+PVcWwKXkuLlq2Z/9c8xvn/hI/Vcz3LLoV6suzhX3w3cRi/T19k0gB169SLqdPHE+BYPksL87DUEPaE7WDu4D/f5JGYMZOnfIy2PjdISEpm/rI17DpyHEdLEalaAStra3p37UT7pvVzNEbgk2D++HsFp6/exs1KTHSqgZJFfBjQp1e2Eq+vO9/fl65m95HnKSI2Nrb06dYpo7nN1v1HWbZ2AynJyVjJRcSkCbSoX4uv+3THwcEqY6zg8Eh+/3sFx85dxc1KTGyagQKebhQrW59hFy8RGZeIzgD+Rb0Z/HVHGteqkmU+l2/eJTE+DYMeGnkaT/uo5FyVLUH/cOvpLarx+mksHxIbt66lrWenTM71MywllrT16MiGLWuwVlqTiAFVceOr2il+fkRcvMStezfwK+Gf19P+KDHpKQ4aNOhtziNfYKVUMG/SDwweO4XmEcl0LhCPg9zAxWg5CwNdKFwigM+7dcjT679YPHnz/kPWb9vF/cBA5DIZdWrVon3T+jjY2ebZHN4lao2aJesWEdyhfYZz/QxBLie0eVOOLF3GgG5fZsod0+v1LFq5gK+LDcvkXAPIJXIGlR7OoFP9OB15ggJWBbkce4G9YTvp1K4rh47t5/OiX2VyrgGkYimfFe3P91eGcvnGBSr4VzY65yrlqtG5Y3fGbhxJU/eWVHCqjEEwcC76NIci9vF1v6GUKFoyl56QGTO5z8do69+UhKRk+gz7garKEPY3isXLKr1o8GyUnDGr/uZJUDCTRn2V7Ri3Hzyi//cTGVw8it9apWAtE9DoYWdQFCMmBjP+22+oX71Srs2395DvqWEdysEmz4scT0fKGbN8CUEhoegNBk4c3sf0chFUc9EgEqWrdsy7vY8+Q6+zddmvgIgnIWH0Hf4jnxaMYnrLJOzlAjoDHAiJZMzxCAb160ujWtWQSCTZRr9v3HuIq9wdZxs3xCLTaXRl7aoQFPk0V57Dh8Ddh7f5uspwk/vLOlVg0dk/uP3gFgk+3pjUARaJSC1QgFv3b5od7DwiR72hGzZsSFxcVsmcxMREGjZsmOuTepcElPRl44I52FbqzKjbJel5zpetmmoMGjSU6T9+m2ctxV9EEATmLVnFkB/GUyxqP1N8bzDc8ypP/11N+35DuHr7fp7P4V1w7soZdE5O6B2Nd5IS5HJSihdn/797M22/cfcaloIlxeyMKx9IxTLqeTZixaPFzHk4nWiPSKZPnEO9mg2Jj4+nrKPxZg9ikYR6zo3Yc3BXtvPu2ak3Myf/Srx3HPMezeCPJ7PR+2r5fcYiWjX+eFVczLx/fEy2/lW5/ziIkxeucvvBIxauWk8lRQjTK0bjZZVeFCoSQTVXDevrBLNr/wGu3X5gcixBEJgw81fGl4ngyxLJWMvS8zXkEuhQKI1lNUIZP+t31JrXa/7yX+YvX0M16zCmVYzBU5k+31i1GJ0A35WOYuOO3WzetY8NdYOp7qrJ8Mk8lQamV4ymsjKUuYtWAjBt3p8MLBrJML9E7OXp85aKobmPinV1QpmxYBl6gyFb5xpAIhFjQEBryF6+T2PQIJbkyFXJVdQaNZdvXOTc5dNEx0a99eubQiyRoBWMS/cCaP5f9yORSBDrsy9YFuv1udJszYxxcpTrEBISYrSyXKPREB4enuuTete4ODkwsFdXBvbq+k6uv/3gvxw7vJcDjUNwtHj+3Ot6RHAwxIIh435i29+/YWdjnc0o7x+JifForY3nOz9DZW1FXGJ85vOSEnBSOGd7noulGzWr1GHMt8/TS67evIyzwgWxyLTxdrJw4XH8w5fOvVQxP8aNmPzS48yYyc98bLY+J5y5fIO5fy0hLjaGwrYCQUkQmazjcPOsHyIAjhYCvYsksGrDNkYPHmD0mJVb9hAZEUqHasbbQJd30uLvoGX/8bO0bvhmHQNVag07Dx3nQOP0+caoxEy4ZMuhUEv8HLRoDCLUGh32FgaspcYTs78pGUfzXYdp1agBtx48YnmrJKPH+drqaOipZvuBY/Tq0DLbedWoEMD8pVt4qnuMSq8ymvJgEPScjz1Bzyp9Xu2m3wCdXsfSf/5i0671uCncsZBa8ig+kEr+VRj29ShcnYwXzb8tqpStxpnIEzTzbmV0/5nIE1QpV50q5aphs3kZMbVrgdjIO06nw+LhQ6oMrpbHM/54ydbBPn/+fMb/X758GTs7u4x/6/V6Tp48iYeHR97N7iNEEASWr9vIxICITM71Mxp5qakdksq2/Uf5tKPxP7D3FTcXD+Qx0enVNyaWtazj4vEq7fmf89wJTnqKQTCYdJaDVU/x+o8KiauLG2HJoWgNWmQmVECC0p7iXtD8O27mw8Zs641z/PwVxvw8mxkVImhSVYVYBI+TJHQ65EwBa9NNwqq7pDH5vvEI9r5/T/Pn8tU0cldl2768ukM8Dx49Ad7MwQ6PisHeUoSXlZ54jYiOh5xo4KnmVJuIjAh0cIqEUefs+PKkI0tqxfLfgLGPtR4bucClm3cJcBGwzCboWd0xkbOBpqP3zyjs40mZkkUJehDLPw+W0bd4/yy1LlufbMDD1YqCrq+n0f2qCILApF/GEn4/jIn+P+OmSP+dT9Wlsjt4G/2H92Hx3JU4OWQf0MlLunXsyfcThlPeqVKWlMjItAh2hG5m2hezKF6kJEW8CpNw9ixx1aplfqcKAs6nTlG2VDm8PXJPtMFMZrJ1sHv16oVIJEIkEhnN01MqlYwfPz7PJvcxEhEdS0xcPLXcTC8NtveOY/7Jkx+cg13BvxJKrR55SAga76za3+KkJCweBtLkh+aZthcrXAJbezsuRp+jskvWr/FkbRInI46xvPHaTNs9XD0pWqgYJyKOUd+ICohKl8bRiAPMHTr/De/MjJn8jdnWZ0WvNzBl7nwWVA2jxgv2WCEVSNOL0BvI4og+I1ErwtIia4pEQmIyE2b/SS2XFIJSJNnFEkjUSbF4SZpFTrCwkJOsSW/WsvCONRWdNYwrn7nfg7eVnuV1Y2lzwJn9IZY098ncldEgQJLagI1SSZIm+3SNRK0YC8ucNWKb9v0A+n47hXNRpwlOeUpznzZ4WXkTmRbJnuBtxErCWTWuO1dvvdo9vy4Xr53n9o0bTC07K5PqlFKqpFOhT0h7mMbSfxYx4uvRb2dCRvAvWZZ+nw5gwvLvaezenEpOVQG4EHOWgxF76ddrAAGlygEw8/tf6Df6c6yidxNVpjQ6OzukcXG4XL+BNxKmTJ39zu4jNwh+9JDH9+4ilkgoXb4C9k7v7sPHGNk62MeOHUMQBOrVq8eWLVtwfCE3ViaT4eDg8NHLuyQkJXPr/iMEBPyKFclR2kZCUjI37z9EhIjSxQpnOkej1aGQirKNbFhJBTTal7edfUZqmoqzV26g0+kpXrgALk4O6U1SHj0lKiYOBzsb/IoVeec/S7FYzOj+3zP21wmENmuCxssr4+0jjYnBa+8++nT6HDtb+0zniUQihgwYwY9TRiITyyjrWCHjXiLTIvjt3kxaN22Hh6sn/2XQF0MZOmYgComCKi7VMyLgseoY/rw/l+pVauJb+P3XFk+Mi+NJ4H3EYjFFSpZGocy+65eZrKSlpvLwzi0MBgMFivhiZ6JW4H3EbOuzcubKDZykaZmcawA3hYFC1jqOhFnQ6D9qU8/YGORIk7bPlUQMBgN/rd7A8o07KGWbhpVU4GaahFo7XZlWKYE6HpnH0Rlga7Atv35tvLj6VQgJj0Sv13M0zII1gUo2NowxepxMDF+USGF1oDKLg30kzIICHq7Uq1aRqb+KeZwkoZBN1gi+IMDGYEe+7VI9R3NztLdl3fwpbD/4L8vW72bx/T8wCAac7O3o1rkhHZsNwSb1yavf9GuyZecGmri1NNqZF6CFZxu+PzqUwV8Mx0L+5h8/r0v7Fp3xL12OjdvW8sf1OQCU96/IsnHLcHV6XrDv5ODMP3PXsu/obtYf2Ex8fCxOjs50a9ObRnWavdN7eBMiQoL5/ecphAYHoy3gg0ivRzpvFmWr1eCLYSPzzfstWwfbzS091+jOnTtvZTLvEympacxcsIR9x89S+v/qbDejoUmtKoz86nOsrbL+gJNTUvnlzyXsP3EOP+d0Y3Q7FprWrsaIAZ9hpVTg7uxIis60AQM4HqmkZPGXN0HRanX8vmw1m/YepqitgEIqcC0KihUuQFJSIqlJCRSxEwhKFiG2sGbQ571pXKvqGz2XN6VOtfpMBn7+azqpUgkaR0dkyUlIYuPo1/ULPmnTw+h5FQMqM+mHn5n1+zT+ebqcQtZFiNfG8STpEd3a9aRPt35GzytVzI+ZE39l+twprA9aha9tcZJ1ydyPv0v75p3o3/v9VlhIjI/j79/mcu3saUTuHmDQI4qKolaT5nTv/xXy99TAvk20Gg3/LPqT43t3I7i4gEQCYWGUqVKVz78ZjoN9/jDmb4LZ1mflaUg4ZR2M90QYUCqZ8ZfsKOMQjbsycyrfriBLzsQo+bllQwz/r0WbtXAZ184c4mDTMLyt0u26IMCxcAsGnbZnfo04arlrMrZPuuJAwQKFKFm00Bvdw9Xb9xk2YRpdCiYy9qIdqToRvramC+QCHDXMup65DiYiTcz4a26MGtETSws5n7RtyoijO1hRMxTlf3K2f79th9jamarl/HI8R0sLOV1aNqJLS+O9BDCepp4nBIcE0cDVdKdIJ0tnLCQWxMXH4u76blOmfAsV4/shYzNtc3BQEheX+YEpLBW0a9aRds06vs3p5RkxkRFMGPI14eXKktyoYbo9BkRqNWnHjxP13XDGz/kdaS7LKb8OOZ7BnTt3WLp0KffvpytY+Pr68tlnn1Gy5McnQaZSa/hy1DhKih5xvFkMzpbpBjZaJWbajTS+HPWUJbOmZKqiTlOp+XLUOPzEjznZPAan/58TlSbmpxtH6P/dExbPnIKlhZy2Teox59pO5laOyrJ8GJkmZtVDWxZ/3YLsMBgMjJw8A0PYNfY2iMTn//mCO55a8t15DXOrxtHIS41YlG7QT0TIGTbvd1RqNa0b1snFp/Xq1KlWn1pV6nL5xkUiosOxs7GjcrlqyGXZa4NXKVeNtYu2cu3WFUIigrFWWlOlXDUsX7Jc6V+yLCv/XM+t+zd4EvwYpaWSyuWqYaW0yva8/E5KchIThnxNiJsbcX36IFimFxGJk5I4dOIEwT98x+jpM5G8Rpv4jwW9XseMMd9xJzmJyO7dMdikOx8ilYrk8xd4Ovgrfl+9ilcwpfkes61Px0qpIFptvDajdQEVT5Ol1N/tSs9iKmq7ppGsE7E5xJELsQr+mDIWOxtr4uJSCA6PZMeBIxxvHpKR8wzpi3P1PNTMqJLAyHP2TK8cT1iahCV3rUmxcGHVb6Pe+B7mLlzCBP9IOhVOw0YmMO+mDUlaETYy48WMMSoJaXoxu4MssZYKnIpW8s8jG3p2bEebRrWIi0uhf4+uTAiPosH+83xaOA5/BzWRaRLWBDkTJdizYPoYxMaK6t4DlAolCZp4k/s1eg2pmhSU7/m74X1myz8rifEtSnK5cpm2CxYWRDVsiMXmzVw8foyq9d+96lGO/gp2795Nhw4dePLkCdWqVaNatWoEBQXRoUMHdu/enddzzHds2XcYJ3UwsypGZTjXAM6WBmZWjMJZE8zKLbtZuWU3cxavZOWW3azYvBMXbTC/VIzKcK4BXBQGZlWKwi4tiK37jwIwoGcXbukL8M05VwIT07/O9AY4EGJBx2PedO/YFt9C2RcmHD9/heCHt1lSPSzDudYbYMoVWxbXiqWJtzojDUUkgtruGlbUDGX6/CWo1LkjDfUmiMViKgZUpkWD1tSsXOelzvUzRCIRZf3K06JBa+pUq/9S5/rF8/yK+9OiQWvq1Wj43jvXALs3rCPc3o7YOrUznGsAg40N4U2bEhgVwYV/j73DGeZ/Lp44TmBEOOHNmmU41wCCpSWxtWsR4ejAppUr3+EMcxezrX9O3arlOREmJVpl/DXZt3gKglhGhFdj5kVWYEVSFSq26MuOv3+ndLHCGcdt23+YjgVTMjnXL9LES4XaIOLnq7bsDbYkMMWCv2f/hL1t9opKL+NpaASPgkJoWzA9Cj/cP5labmo2PDJtE9c8scevbEVWJFVhXmQF4ou0Yuncn/mi+/Pop0QiZtLIwUyfOJ47zk2YE16BbfqatO81kA0L5+Lu4mRy/PxOowZN+Tf6sMn9Z6NO4Vc8AFvrD7MXRX5Hp9Nx+uB+EsqWNX6ASES0vz97dmx9q/MyRY7CLrNnz+bLL79k6NChmbbPmzeP2bNn06JF9tHUD42N23cxuXi00eIUAbATp7Jo1TpaF9FTRJHKwzQlOx5KaOGThgD89zSxCL4qFs3E7Tvp1roJ1lZKls6eyqI1m2i/9yAyDKRqDRT2dGPQwC40qf3yNI5NO3bxRZEo5C9Uex+PsMDJwpAlp/AZpR10lHfSceDEm0tDmXm3CILAoZ3biGvd2vgBYjHRZcuya9vmfPGln1/ZvW0zUQEBxmWugLgKFdi9eTOtu/f5IHKUzbb+OXY21nRsVp+B5w6ytHooVi9EfdV6GHLejYY1KjHx2+zTyMLDw6lhYzzVBNLtv5+Dlm6FU/nnqSOdmtbFNRfapUdEx1DYToTshV/dkQFJfHrMkYpOWso6Za7j2fJYwbEoWzZOGYCjffYOpEgkIqCkLwElv3njeeYnmtVvxcp1SzkUuo+G/+kuGZTylLVPVzDph5/f0ezMpKUkI4hEmYId/0Xn5ETs5ctvcVamyZGDHRUVRbt27bJsb9u2LX///Xduzynf8zQyjrLVjBcZzrxuw5NkKefaviizl8xYfzGfHnNk9g0bRvhn1RANcNTyNPK5rqqVUsHQz3vyde9uRMfGI5fLcLK3y3KeKYJCwwgIyDzHx0kSAhyzL44MsEkkKCwix9cxkz/RajWokpPROZuuqta6uhJ99uxbnNX7R1RoCNoK5U3u1zk5oU5NRa1Kw1Lx/udim219ZoZ+0ZvJyanU3HuWrgUT8bVR8zRFztondvj7lWHssIEvHcPe3oHgSDmmkokFAR4mSvnukgt1qlXi2wGfmRxLrzdw/MIVTl+4hF6npUyp0jSrWx1Li6wrfPa2NoSmpCuAPFutLOek5ZcqCXQ/6kQtNzUNPFWo9CK2hznxNE3Jn9N+fKlz/SFjpbTi12kL+XbsII7HHKW6Qy0sJZbcSLrGlZgLfDtwNBUD3rzwNDfQarUcO3OY89cvAFDZvxJtm2evPf6+Y6lQgk6HSKXKtCr7IpLERKxt8sfvcI4c7PLly3Pz5k0KFSqUafuNGzcICAjIi3nla2ws5USpxFjLMhchxmtELLtnxZGWkVk0rB0tDCypHUv9Xa58USIZu/8sF0apxFgrshpJmVSKh+urS89YKxVEqyTA84IWG5lgcrnzGeEqGR4y43mHHxtxCbHs2L+VU6ePo9PrKFm8NB1adaZIQd93PbWXIpVKEUG2hkicmorFB+AU5iWWSiskKSno7e2N7hepVCAIyOQ5S2HK75htfWakEgkTRwwi8Ek7tu0/xMGISByLODGvf31K+RZ++QBAy4Z1GXzgIENLx2daUXzGhWg5iYKCxbMmU6KIab3nR0GhDB4zBTuSaOMRg1wCh2+eYPZfS/n5h+HUqJD55+Nb0BtrGzuOhVlQ3/O5SklTbxWnXSNY/0jBtGsOlCldmo6fNqJRjcrIZB9OLcHrUsCrIGsWbeHEuX85efpftFoN5WtUYEyjidjZ5DzIlZfcuneDYVOGkGZrS3ShdNWQPesWMHPJL8z+YS6li5d5xzPMG2RyOQHVaxJ38ybJFSsaPcbp1i0aNjexcvuWydFfU4cOHZg+fToPHz6k7P9zX65evcrGjRv59ttvuXTpUsaxFSoYbzv9IdGkbg3WPopltH/mTl57gyyp7a7GTWG8PambwkBNdzV7gy3pWiTzkuHax3Y0rVsz9+bYoAFrDgZTx+N597WGXirGXLQjKk2Mi5E5pmhF7Hwiw3rLDhrVrEIh74+vscQzLt+4yOgp31LesRLNHdpgIbHg+t2rfH2sH90796ZX577veorZIhZLCKhZi/hbt0g28TfpcPsOdRo2fssze7+o3aAR4RfPEenlZXS/1a1bVKxT54MpFDXbeuMULejN8C96v9a5JYsWwt/Pj8Hn1MytHIHihV+Vh0kSBp93Z9TAL7J1rhOSkvly1HiGFQulR9HkjO2fFU/hbKScz6fOZNEvkyn5whgikYhBn/dmxOx5rFaGUtL+ebDFUiJwI9GKEsWL8+uUMR9EelNuIpVIqVe9AfWqN3jXU8lCWGQogyZ8TUi9Oqh8nwd7UipUwDIwkEETvmb1nH/wcDNus953OvXqw81hg9A6OaF+MRAgCNheuIB9UjI1Gzd5Z/N7kRy9FUaNSq9m/uOPP0zug/Q/6Nu3b+fS1PIvPTq0psfg41R3TqXeC/qlsWoJnkrT3b0APBV64tSZo8iHQy1Y98SOf0a+fuMYQRDQanXIZFJEIhFtm9RjxYatrHmYxCdFUgCwlwv09E1hwCkHlteJxfq/OYVn7Gnlo6K8SzJf/zCJrX//hiwfSN28bWLiohk95VsG+Q6njOPzYoqS9n409GjK5C1jKOhTiDrV6mczyrunwye9uDliCGp3d7SemTXAFXfvYvP0CQ3Hmdu7Z0eDVm3Yu2UTSXfukPYfFQ1ZWBhOFy/SfcGCdzS73Mds6/OGn0YPZ/zMX6m66yptfJJxs9BwNcmWk+EyhnzWg1YvqXnZvPcQ1R0TMjnXz6jqquGbErEs/WcD08eMyLSvfvVKJPXvR4f5S6jioqOCXQKxWjlbnlpTzq8Us74fli+ca0EQuH43kM27jxIeEYeTow1tmtaiStmcy/19LKzetor4EsUzOdfPUBUtSnxYGKu3r2bEF2+uQpMf8S5chG8n/cS8SeNR21wkztsbsV6PfWAgrg4OjJj9a75J18uR93To0KG8nsd7hY+HG3Mn/sDQidMpY6+mqVssImBLsB02YuONB55xNVbO6Rg51jIBAdgT7sCtBEvmTfoeb3fXV55LdGw8yzduY+u+IySlabCUS2hVvya9u7Rn4YwJDPpxMuuCUmjrEY2lBJ6orLkRL6LiNjc+9U3B11ZHUIqUtQ+VVHbWMK1yPBYS2BKcxJHTF3NUUPmhsW3PJqo4Vc/kXD/D0cKJbgV6sXr98nzvYBcsVpzBP4zn958movHyIt7HBwwGnB4+RJGUzHcz5mDr8ObFVB8ytvYO/PjLHH4ePZLUW7eJLVoEJBLsnwYhDwnm69FjKVqqFHHxb1GsNw8x2/q8wdJCzvQfR/AkJIz9x88SlZxMFU8PxtetbrRnwn/Ze/AwE4rGmdzfpXAy07dfRqvTZQmKtGlUl0Y1q7L339M8CQpBqVSyZFhVihbIHxFOrVbH99P+5Mr1B9R3bUpVRVWigiKY8PMKPLzsmD8sfyz35xf2/buX+Lamn0m8nx/7tm7/YB1sgJIB5fht7SYunzrBw7t3kEqlBPTojW/pMvnig/EZOXKwvUwsj37MVPArwZ6VC9j372nOXb4CQKfufvy6ZCUPEuONivnfT5DyIM2abz77lDM3ryNCRJO65ZldpxoWr5HDGRweSd9hP9LMLYYd9eMpbKMnLFXMysA99Bx8hj+njWf70j+4cOMmew/+i06npWzFUrTz8eLnmTMQk8LJCAucLQ0srxODn8PzObf3iuHoyZMfpYP978mjdHPqZXJ/RecqLDg1j+SUJKyt3kxKK68pW7Uav63dxKmD+7l54xoSqZyKvfpSsWZtpOZc+xzhU6Qo81av59LJ41w8exqdXkfpZi2p0ahJvukYlluYbX3eUtDLgy+6tXvl85JS03DPZnXUXi4gEYlQqzVGVx2VCks6NM2fAYEZf64iOlDDjPJ/IJc8fw829W7J4gd/8N3v22lTfcA7nGH+QpWagsHadMdog5UVqtSUVx5XHZF9cDC/IZVKqVynHpXr1HvXUzFJjtf/z5w5w6pVq3jy5AmLFi3C3d2dDRs2UKBAAapW/ficMEiPSrRtXJe2jes+3ygY6LVyJYurh2ZyWG/ESfnitCdDPu9JpxYN6dzyzaXRxk6fw5eFw/iyxHNVEg+lgVH+8ZS0UzNyygx2LP2D5vWqU63s8wKY89du4WgpYnS5rGomz7CWCmjVufMHF5Omgqv3iIgJw9bKjuIFS+bKV2ZCoo4L1y6h1qgo4FEIV0e31x4rOCKIsOgQbJS2aNQaLCSmtWKlYikysZzk0GRktrlf3JaaKkKd9PrPPiwtBV4oorZUKGnQuh0NWrd788l9pEilUqrUrU+VuvnTSclNzLY+b1FrNOz99wy79u4jPjEJN2cn2rZsQb1qFZBKjFRBAl5uLtyIe0IRE919HyZJkMukKBXGC5rzmqu377N260HuPwxGLpfRoHYFOjavh4Nd9moO8YlJ7Dh8glkVF2RyrgHEIgl9i37FN+c+o2rJCJJvZU2PeVMEKw0pKe++78Or4GDvSnhkJBpvb6P7ZZGR2Nu5vNbz0uYP8Y0Phhw52AcOHGD48OG0bt2ax48fo9WmS72p1WoWL15sNrov0KVVE6RSCT3/Xk1Bay2FrDQ8SpbzNFXG4L49ad8sd4om7j16SlBwMJ+1MO4kt/ZJ4/f7yZy6dI3WjTMXTxYp4MXdWIFEjQhbE80PTsbYULx6iTeepyg0jF83f09CXCRe1j7EqqIRycT07fgFDau8XiGCIAis3/cPG/b9g43UDiuZNU8SH+FXxJ9BPYbh7ZZ9E54Xufv4NvP/mcfTsCd42xQgTh1LojqBWzbXKWxTxOg5T5IfI5fJsbXOHxXl/yVcpkLlmn+Wycy8P5htfd4SHRvPl6PG4UY0fQrF4O2p516ilKV/3WfN5oL8NnUsSiOqPx1at2LR0se09A5GYkQIauE9Bzo0a/DWOygKgsAvC1ez5+BZmri3oqdrG1J1KZw6eIzlG0fx++RvKVuqmMnzj5+/QhlHf2zlxj07mVhGVeeaXIw+R0mv3Nfrt7GRkJSUvXRtfqNR49ZEnjtImJcXWZpxCAJOV67SuEkbwrxe7b6eJCWichXx+mEqM/8lRw72n3/+ybhx4+jcuTN79uzJ2F6+fHkWfEAFPrlFh2YNad2oLqcvXScqNp76jvZUr+CfqwWD1+7cp467BqkJeyoSQSOXeK7evp/FwXayt6NWRX8W3E1klH98lnMfJknY9dSS7RPf7GPg4o07zFp0mF5FBlDNtyYSsQRBELiTcIs/Vs/lamIoles2e+Vx96xdTPi1O4wqOQ4f6/SqebVezYHQPQyc9gWfj/oZRxf3l44T/Pg+q+dNomehPoyoMgapWIogCBwO3c/6R6up694Qa1nmpThBENgUtI6ydRtzSh8F2de0vhZWKgtStG+weuAIxe3NudVmXh2zrc9bRk6eTnOHp4z0i8vwjco6aelQMIjhF9RMnfsnU78fluW8RjUrs3lnEQaf1zIxICpDBSpVJ2L+HTv+jXNhVed2b/FO0tm09wjHj93ip3LzMtlKf8dyXIq+wOCxs9i5bBa21sY746ap1FhJs0+zs5bYEiUJ4a7C9Irr62Kr0JKoU+X6uHmJd4t6OJ7YjfroMeKqV8uQYRWpVDieOYOjRo1387qv/rwUIvN7I5fJkcf38OFDqlevnmW7ra0tCQkJuT6pDwGZVEqdKqYbVLwpYrEYrZB9lFIriJCIjS85jhjYj0+HBJKmF9G/eALuSgNaA+wLtmTCNVeGf9kbZwf7156fIAhMnrOUz32/obJLtYztIpGIUvZ+jCkziR+3jqD5J21QZpNP9l+CHgZy68JJZpb/DasXDLqFxIJWPu3QClpO7VvLwEmTXjrW8ll/06VADzQGDZser8FGZkd111o09GrKo6RAxl4cwefFv8LPIQCRSERISjCbgtcSZ5PAFwM/w8KEvvSb4mCv/GCK5sy8X5htfd5x414goaHBfNssLkvgUSKGSeWiqLbrEtGx8Tg72mfsO3f1Fms3b+XB42Bu62RUf+pOeTcRSpmYCxEiKpYpwbK5A3G0tyUxOYWNuw+yc98BohOScXWwoW3zZrRvWj9HxZSvgiAILF27i08Lfp0lEAFQwbkSp2L92X7wOD3bGQ+kFCngxbLE/QiCYDJt8EHaHeo4O+aJ8+dgryRO8v7Z2qnz5rNk3iyuLluO4J1eNyEKDqFS7Vp8On4qVtl0OjTz9siRg21ra0tUVBTe/8n5uXv3Lm5u5gWFd0GVsn7MXSgjTUcmXdVnGATYHWrH5H7GBeddnRxZ9et0/lyxhvr7T2Mrh0S1geIFvRg36hNqVy73RvO7fjeQtGQdlYoZX1J2V3oQ4FSe04cP0LBN+xyPe2z7dhq4NsnkXL9IU88WDD7/JUkJ8djY2ZscJ+hhIOFPg1hrWEE5x4p4WXkTnPKEkefWUte9IX2Lf8nk62NZ8OR3tPfUyKQW6AQtdVq1om/PsXnmXJsx8y4x2/q84/i5K7TxSjSa4gFgJxeo5anj9OXrtP6/bN8fy9ewY/duBhaLYUr9NAyCiI2PlSx+YE+jurXZMLkTHi5OAIRFRvP5t2OoaBvLjFJxFLTWEZgk5e8DUWzcuYclM6dkctzflJCIKJKS0yhlb1pKr5pjHY4c32nSwa5YpiRiSwMXY85RyTnruyIw8T5Pkh9R2b88xpMZP06sbGz4ZswEEmJjCbxzC4CiJUtTqIi3OTiTj8iRg92kSRPmzJnD/PnzM7Y9ePCAmTNn0qJFizybnBnTeLu7Ut6vBDNuJjMuIDZLRGTRPRtsHF0pl03+m7OjPWOHfsWIAZ8RFRuPldLyldqxZ8eTkDCK2PpmW8xY1LIoEU+DX2nciCchlLM2nbutlFrhYuVKdEREtg72/o0bsJZYM6biFJwsn3fK7F60L7NvTOOfwOXUdK5DYKFg2n3WF71Oh4Ozi1l5w8wHjdnW5x1arRZbSVZ1qRexkhjQaNOPOXb2Env27GZ3g2CcLJ83BhtWJonOhVNpffgEHZs3zHCwR02eQS/vEAaWTMw41lWhobprGL/cVPHjz7NZOOPlK3s5vx8dllKLbG28pUSBVm36nkUiEZNG9GPwuNkka5Oo6VYXmViG3qDnQvRZVjxayPjhnyOXJfF+aVy8HEEQMBj0b9Skys7RkQo1auXirMzkJjmqiBg+fDiCIFCzZk1UKhWdOnWidevWeHl5MWjQoLyeoxkTTBw5hOPJBfn0lCdHwywISZFwJlLOwLPuLA3yYua473Ok1qGwtKCAp1uuOdeQ3qo9QROf7TEJugQU1q+2bGlppSRBa3pcg2AgUZ2QrXyaRq3mwrFjjAoYl8m5BrCWWTO8zGiOhR8iPC0cpY01ji6uuHh4mp1rMx88Zlufd5QqVpjjMabTHPQGOBkhp1TRQgD8s3EL35aKyuRcP8PbSk//YnH8s2kbkL5iGB0ZTv/iiVmOBRhSMo67gY8IfBry5jfyfzzdnEnRphCZFmHymJsJVyhdslC241QoU5IF077jivQog899xrjr3zL4/GccVm1h+piBNK5VJdfmnB+4d+Mav/3wI583bcDnTRsyukcPDmzeiE77fhVbmnk5Ofp0UiqVrFy5krNnz3Ljxg0MBgNlypQxmqtn5u1hb2vDil+ns+PQcWbs2k14bAKONla0atqY75o1MFlY8jaoVt6fHxMXEpUWgYsi69KyzqDlRPQxRtab+0rjVmlcn31/rKGee0OjHw834q5i4+CAm5dxCSOAa+fOUMTOFw+lp9H91jJrKjtX41jkIUY0mPVK8zNj5n3GbOvzjnrVKvLz75YcD5dT2z2rNNy6x1Y4O7tSulhhBEHg7M1AlndMMzleS+9U/jqenh5w7upNmnkmmUw/kUugsZeK89du5VqDGQu5nDaNa7Plwlq+LPZNFnscq47hSPgBVv0w/qVj+ZcoypKZPxAWFUNkdCyO9rb4eHx4KUnH9+xm458L6ejVlYE1vsJSouBuwi02b9jA5X9PMGzGDGSv0RPDTP7kldYmqlatapZpymcoLC3o0rIRXVo2etdTyYTC0oKe7Zszf+8MRpSemClnWm/QsyjwT4qULo13ocKvNG7pipVZnDiNzU/W06Fgl0xGPSotgvm351GuUa1sI/dJCQk4W7hkex0XhRtKgzVFSpbK8dwMBgMikeiNNL4FQUCvz7k0iSAICIKQSZ7LoNcjNqGna8ZMTjDb+txHJpUybfQwvpo0neElo+lSOBVrmUCMSszyQGuWP3Jm8S9DM44XAEk2pkQsEhAM6ZnJgiAgJmuk+0UkPD8+t/j60470uTKFP+/PoZ13FzyV3ugNei7FnOOfJ0vp90lrCvsYD2QYw8PFKSPl5UMjKjyMtX/8waSAn/FQPv/IKWnvx/d2JZlzZwY7V62k/Wefv8NZmslNXupgC4LAtm3b2Lt3L8HBwYhEIry9vWnevDmtW7fOV20pzeQvBvRsR2LwbYaf/4o6bg0poChItCaaY1GHcCtagIHjXj0f8OKJY6i83NiSeIjjl0/SxKUR1jJrrife5EzkSRLKlEK4eB6DwWBSE9bRxYWTadnnfj9KDqRhxw4vnY9Br+f4vj3s3LyByMePEInFFCtfkXZdP8GvQqUc39e9G9fYtu4fbp07i0Gvx9HbmxbtOlK/ZRujqSnXL5xj67p/CLxyBUEw4ORTACcnJx7dvYM2LQ2FnR31m7eieacu2Jqll8zkALOtz3uqlPXjr+kTWbRqLT9vv4m1hZgUrUDjGpVYMbQbBTzTo7YikYhyvt4cCo2huY9xGbmDoQrKlvQFoFzp4kzZbsdYIT5LPQ6kp58cDlcwN5uanNfB2krJ8jljWbRmO1P3/ACCGJVWjW8BH0YP60HDGpVz9XrvM0e2baO2a/1MzvUzxCIJXQr0YOr28bT+tDfSXJT0NfPueOlPcciQIezfv59ixYpRvHhxBEHgwYMHjBo1ikOHDjFv3ry3MU8z7yFisZixXStTrsMnHD19m8uhN7C2t+XLJuMpWqr0a72wTx0/RlypUqSVKEHk48eE3L+AVKsjuYA9yS17YVAqsV+xgrCnT/AyER33q1iZpZrpBCbep6ht1hdOjCqKW0k3+axZ9kubBr2eORPHcuPpY6IqVULdpjUivZ7Ye/d4OHUSHT/pQYtOXV96T8f27mbFwj+IqVSJ1C+/RJDLiQ4OJnbHNs4c/5fvp/2Sadlw25pVbN+0nqgqVVAN/AppdDSGrVt57OpCSvfuGKytkcbGsvXqVY4P2M/EX+fj5PrhLbeayV3Mtv7tUMq3MLMnjCYlNY2klFTsbW2wtMiaFtCtY3tmLQqljnswVrLMkedYtZj5952Y9ENb4P9qHAp71j2KpluRrG2ylz6wxtXNndLFXm3FMCdYKRUM/bwrX/fuSGx8IhZyGfa2Zpm4/xJ49QYd7Tua3O9jVQC5SE50eBju3jlvlmYm/5Ktg71r1y6OHTvGwoULqVu3bqZ9x44dY8iQIezevdtcXW4mW9w93Oj8ZZ1cGUuj0WCQy0EkQl24MJGFs74wRBaWaDWm299KpVK6DhzInN+mM6zEd5mc7LDUEGbfnU6r7j1eqiV6YNsWrgc9IaR9e/h/SoYgFpPm50dwgQJsWr2CMuUrUqCob5Zz42OiCXv6lOSkJFb88SshnTuhd3R8fp8+PoR6eSHs3s2ONavp0LsvAA/v3Gb7+rUEd+2CwdoaDAYc9uwhvlEjVMWe34fOyYnoBg3QnD/PH9OnMm7Wr9nei5mPG7Otz1sMBgP3HgeRplJnFJRbKRVYKRUmz2lWpxoXLl+m7dFTfFsyioaeKvQC7AlWMOuOC62aN6dK2XSJPJFIxC9jR/HFqHHcTYyjd9EEClrrCUySsPSBPfsinVgya0Se3qNMKsXN2fHlB36kiMVi9ILp9D9BENAbdIhN9K4w8/6RrYO9fft2Pv/88ywGF6Bu3br07duX7du3m42umbeGr29xbj68j7qI8Tbm4pQUDAnxuHpmX8hTvVETBARmzZ+Gs9wFL4UPUepIniY/pnXPXjTp3CXb8wVBYPfmDUTVqpnhXL+IwcaGhDJl2LNlI/1HfJ+xPToinL9/ncPda1cQubqii4khuZhvJuf6+c2IiapWjf3bt9CmRy+kUim7Nm8grmxAunMNWDx+jEGhyORcv0hi+fI8WbqUsKCnePgUyPaezHy8mG193iAIAht3H+DvNZuQGtKwsxDxMM5AjQplGN7/MzzdTNeCiEQixgz5ir3/lufPTVvofyoYEVC5dBFGDO1AvaoVMh1ftKA3//z+Cys3bafVgWPEp6pxsrakbdMGrOnQOlc1sM28OqWrVeLswdOUdapgdH9g0n0kFjKc3V/ehdjM+0G2Dvbt27f5+uuvTe6vX78+mzZtyvVJmTFjikat23FowGfElyuHwUiE2f7iRSrVrpuj7pA1GjWlSr2G3Lx4ntioKPzt7QmoXBW5hcVLz01NTiYpLhaNl2lHPqVwYe78ezzj3zEREYwb1J/IUqVI7NsXQS7HacMG0nyzRrifoXN2RieCmMgI3Dy9uHfzBmlNGmfsl4eFoTISxc9AKkVbqBCBt26aHWwzJjHb+rzht6Wr+ffwXuaXD6e8kxaRCBI1IpbcT+DTofdZOe9nPFydTZ4vEoloXrc6zetWz1ERtbuLEyMH9GXkgL7Z1qGYefvUadGKH9b1op5LQ4rblcy0T6NXs+rJMhp36Wj+mX1AZOtgx8XFZdu9y83Njfj4+NyekxkzJnH19KR9j0/ZsnE9EbVroS5UCMRixElJOFy6hFtoGD1Gv1wW6hlSqZSyVV9dgkwkEiEI2VfkiwwGBMHAvk3rSUlK4srFC0QWK0ZClRd0XUUiRNmNIwgIBgPi/79URWIRvHi8SITIkL16gMhgSD/PjBkTfMy2PiEpmYs37qDX6ynlWxhvd9dcGffB42A27drHkSYhmbSsbeUCw/wSMAgwd9Eyfv7hW67deUBYVDQOtjZU9C+F1Miq2Ks6XmZHLe8RBIHA27eIiYzAxs6OEgFlTTaOsXN05MsxY5k5ZQr13RpRy7kuSqmSW/E32Bm+De+yxWjcofNLrxkRGsLT+/eQyGSUCCiLlbU53z2/kq2DrdVqs61mlUgkaM3i6GbeMq26dsfN3YNN/6wg6uBBRJaWkKaiWoOGdPlxwltRzVBYWeHk4UnUkyfpTr4RlPfuERcZyYoT/5Imk2J97w6J/fplOkbt7Y3l/fuoCxY0OoYsPByFhQVObunLhgEVKhH24AHxzulRL7WPD3aHD5NUvTrG5ANEWi3Sx48pGVD+De7WzIfOx2jrVWoNv/y5hD3HTlHeRcBSIjA5Qox/SV/GDBv0xnJxqzbtoHvhJKONYgA+L55I1Z2Xad3nK6S6VIrZ6QlNkRChlvFV70/o2Dx/Sa+aycy1c2f5+/e5JGs06JydkCQlIU9NpXPvz2nQqo3Rc8pWrcbYBQs4tHkzM0/8jFajxqdwUdoP+4LyNbKXl40KC2XBrOk8vn8Pg7c3Iq0OUVgoNRs1oedXg5DLX77yaubt8lIVkRUrVqBQGC/ESE0197w3826oXLc+Tdq2JPD+EzRqFQ7OLlhYWr6164tEItp26UbsiqUEe3gg/CetRBodjeL6dSI7dULn5oY0OhrLx48R/vO3lFqmDC4rV5Lq54fWwyPzRXQ6XE+domXHLhnRqObtO3F6yECSixdH5+iIxtsbxGKU166RWrZs5vMFAYfTpylZrgJO2UQnzZiBj8vW6/R6Bo+ZjEvyXU40e94tMU0Hi+4l0GfoaFb/NuON8pYDHz7kU0fTz81eLuAs0/C51xP6Fk/N+D6+EStlwIrlpKap6NWh1Wtf30zecfXsGX6dNomIRo3SgyP//+FJIyNZtXIpaamptOzSzei5bl7edB/8Dd0Hf5Pj68VGRTH+m6+I8PMjsW9f+P/HsDglhSPHjhE+djTf//TLm9+YmVwlWwfb09OTHTt2ZDuAx3+dAjMvJTY+kS37DnP2/Ln0Tml+ZejSqmm2BS9mjOPo8u6eWa0mzbl3+zanNmwgulw5NC4uKO7cwfLxY8QpKai8vTH8v2W7IJMhTktLT+94IUphsLYmvmlTHLdtI7VMGdJKlcJgYYFFUBAuV65QrnQZmr6wbOhVqDC9B37Dij9/I75sWZJ9fYmvXx/HnTuxCA4muXx59La2yGJicLp2DTe9ga9mv7reuJmPi4/N1h8+dQFV5CN+qxeB9IVMCoUUvimdQJRawtJ1mxn51WevfQ2lQkms2nSahiCASi+ijocm0+JTGUcda2qF0GTlOto2qf9OO/KayYrBYGDJr7MJb9IETYHMdS06V1dC27Zl88ql1Gve8qVKVDll86plRBcpSmKlzL0VDFZWhDdtimzjRq6dO0P95o1NjPD+oU5L49iZfwkNDsPO0YkK1WtiYSIAkF/J1sE+fPhwrl5s165drF69mjt37pCSksLdu3cz7VepVMydO5fdu3eTmJiIi4sLY8aMMVrZ/r5y+tJ1Rk2dSSPPNPp7xCMTw6Eb9+iycx/f9u9L+2YN3vUUzeQQkUjEZ0OGU6l6TdYtXUTwkSOofH1JrFMHRCIsHj3CddUqEurXJ61ECfTW1lg8foz6P0WJ6iJFiO7aFaeNG3G8cwepVIpnwUK0/GowFWrWzrJsWKdpcwr5FmPXpvVc37EDg96Adyk/3FxduXnyFGlJidg6OdOsVVtqNW3+ViP7Zt5PctvW53c279hJvyLRmZzrF/myWALNDhxj2Je9jeZD54QWTRqyYsE1uhYJMrr/dKQcW5mBoja6LPt8rPXU89Cw++gpurX6cJymD4F716+SgoDGx7hWtd7WFk2hQpw5fJCGbdu/8fV0Wi1nDh8koUcP4wdIJESXKcOe7Vs+CAdbEAT2bFrP5hVL0Xt6kmZriyIhEcncmbTv2YcWnbu+N02v3mq7IFtbW7p3745KpeLHH3/MtE8QhIwq9tWrV+Pj40N4eDg6XVbjk5c8K1zLix9gcHgko6bOZEm1UKq6PtdpruuhpneReDovWUYBb08qlimZzShm8hMikQhXT08iw0KJ7tQpU5qHulAhUv39cdq0CZ29PclVq2J36BAxnTujt7PLNI7lw4fpBYvAgnXrQJL9l3qBor58NeqHvLglM2beiPchkBISEUXpiqZzyn2s9RgMelJS07CzebkikTGa16/OjD+WsOieDV8UT8q0LzxVzPCz9ozwTzLaeRHAzyaZ0LDw17q2mbwjKiwMrYuL0ZqXZyQ7OhIeFpIr10tOTEAQSzKkWY2hdXEh8s6dXLneu2bPxnVs3LSe0C5d0NvbZ2yXxMezacsGBEGgVddP3t0EX4G36mDXrl0bgLNnz2bZd/LkSc6fP8/Ro0dx/L8msPtb1IM8cvoC67Zu4+yNQADKFy/IJx3b06hm5Vxzttdt30PXQomZnOtnFLXVM6xkFCvWbaRimTG5cj0zb4fdmzaQUKZM1hxq0mX2kqtUwerSJeJbtMDm+HFcVq0irUQJNN7eiNRqrK5dQxIXB2Ixar2e3k2b4lygAC3adaJui1bmtrlm3iveh0CKrbWS8FQJxe2MXzdRI0KjF1DkQLLTFHKZjIU/T+Sr0RPYFZpAZ+8Y7C0MnIuxYv0jBc4WAp0Kp5k8P0xlgb2t7Wtf30zeYGVjgzQ5OdtjLFJTsbHJnZ+dpVKJQaNGpNEgyLN2/ASQJCdnURMJffqEc8eOkJychKe3D9XqN8qRfO27RJWWyuaVy7I41wB6e3tCW7Vi6+rlNGrTFkuF8t1M8hXINzo+Z86cwdvbmz///JOaNWvSoEEDJk+eTEpK1ravuc2cRSuY8+s8uinPc7tDKLc7hNDX8RLz//yNX/78+6VybDnlyMnTdPBJNLm/Q8E0/r10C8NLZNfM5C8unjpOUokSJvenliqFZWAgIpUKSUoKkT17orexwerCBWxOn0anVCJYWJBUsybh/fsTOngwdypWZOXWjUz/YSS6D0y9wcyHTe3atWnVqhU+RpbQnwVSfvnll4z97u7ueHt7v9U5NmvUiNVPTHcdXPfIivqVyyKXy97oOl7uLmxaNI9PPhvMv5YNWK+uBWU6sGLedOJ0Mp4kG08/SdWJ2B5kRdM61d7o+mZynzKVqiCJikZiQrZSpNVidfcuVes3zJXrWSqUlChfAeXt2yaPcbp9mwZNmgHpucuzxv3A2G++4p/rV9gUHsqyfbsZ/ElHDm7bnCtzyisunTyBztMri3P9DL2dHTovLy6e+PftTuw1yTehsbi4OAIDA6lZsyYHDx4kLi6OQYMGMX36dCZNerUiLTs7JehzdmtHz1zi0OGD7KwfhIPFc0e6TQEV9dyDaHP0KOdrVaFp3Tc3dBqtDluZaWddKRUQBLCxtUQuezPD/l8cHN5RoYyVBba2CrDPm69Nhzwa91XQa7VZVEReRJDLEen1iHQ6BIkEg50dGnd3lDdvEtO+Pc6bNxPdtSu6F1ulFyxIiI8Pwu7dHNiyju5ffvk2biULaampPL5/H5FIRKFixbB8wyKT/PDzygv+e1/y18zb/dB5MZCye/duLCwsqF+/PsOHD8fK6u3ZqHZN6rFq41aW3k+ij29yptX+s5Fyfr3rxMLpL9ckzgkyqZQmtavSpHbVTNv7dG5D/91bWF0zs052mg4GnnWnTtWK+HiY1X/yG3ILC1p368GWXdsIbdMmo5AdAJ0Ot/37KVetOm4v6Sb8KnT+tC8PvvsWjYsLWk/P5zsEAZvLl7FLTKRGoyYAzJ08nutJCUT06ZOhNpJMeorFmlXLUVhZU/P/x+Y34mNjSHvJqk2qrS3x0TFvaUZvRr5xsK2srJBIJIwYMQILCwsUCgVffPEFkydPfmUHOyEhFYNWnaNj/1q2hsHFIjM518+wlQsMKR7FohVrqRLg/0pzMEaxgt6ciQrGx9r4suCFaBnezrakJGtIIWsayevi4GBFXFzerwQYQ5aiJjExDb0892W+HOyVxMW/e/kw94KFCA0ORmUiii0PDsZgZYXX7j3o9HqkMTFYXblCcuXKKO7fJ7VUqUzOdQZiMZFVq7J9/XqadOxmsoFBXqBOS+OfRX9y8sB+cHRIlzyIj6d20+Z80m9Ajrpd/pf88vPKbYzdl6VMCmZRoCy8q0DKf3FwsGL9XzP5bOgY1jyNp41HDBZigWMxDlyLk/PHtNHUqFzmtcb+73VM8e2AXugNempv2EHrAmmUsE4lJM2CjU+sqVujMr+MG4HFG0bQc5t3FahRKmQoc/njPCEujg3L1nP71i0sLCyoXa8eVerUQZqD4NanA/ohGDRsX7mStOLFSbW3R56cjO3du1SoVo1RkyYhM5HO8TpUqlaJb77/nrlTpqB2cyOlUCFEOh1OgYE4KZVMXrQINw9n7t+6xf17d4jo1Qv+85Gvt7cnvFEj1i9bTIsObfJlIyJPL3eUR5OIzeYYZXIyHt7u+SJY87JASr5xsEuXLg1kLi58G5WiV+8+4tempp3xxl4qRmx7kivX6tyuDb/9GkgrnyAU0swOvUGAX+8607lNy1y5lpm3R8v2nQhatICgokUzIgYZGAw4nj9PtcpVqN2kBbevXWH7+QuIwsJIaNgQhz17SKpa1fjAgM7FBS0QHRGRqxGR7NBo1EwZOZSHYhHR3T/JaEkvSUzkwKlTPPpuOGN+mZujF5EZMy/yrgIpxrCzsmXDwrmcvnSdk+cvotfpadSwBL/UroalhfyNgxI5CWx82b0LbZs0YsfBY9yKjMDOzoG/h9WiiI8XqSkaUlNyL9DyprzLQE1qmhZ1Ln6cH9u7mxV/zEPt60uihwcilYozf/yB9ezZ/PDzLNx9Crx0jLY9+lKnaWtOHNhLREQ49t4FqfH1UDwLFCQ5VQepuVdXcGTXDlb9+TtqX1/UgMXDh1gmJCCXyhg2fQpypT1x8akc2r2buJIlszjXz9B4epKi13Pp7EWKlvLLtfnlFiXKV0Xy889IEhPRG4lkSxITkT59SqkK1fJFsOZlgRSTDvZnn+Vc//Pvv//O0XF6vR6dTpfREUytTjeOMpmMxo0bM2vWLObMmcOwYcOIi4tj8eLFNG3aNMfzeB1EItBnk2KtFyC3ukzXrVKe/f4V6H5Cz3j/SMo5pT+HB4kSZtx0Icm6CN3a5O39msl9KtWui/+RQ+h37CCqRg20/2/qIo2Jwfn0aYo7OtP/uzFIZTKKlfHn0rkzhOr1Gedn2yod0Gm0nD1yiAat22H9Foqeju3eyVO1isg2bTJVyuttbYlo0gTptm2c2L+Hei3Tu5XptFounTpB2NMnWCgUVKxZGxcPT1PDm8ln5IWtN8W7CqSYQiwWU7NSWWpWKvvyg/MIN2dH+nV7czk3Mznj+oVzrPhrPiGdO6N/YeUwtWxZrK5fZ8rIocxcuipHRXQOzs60/qRnXk6Xq2fPsGrJQkK6dkHvkLlLsfXVq0wdOYyZS1dhYWlJXFwc2uy0t0UiDLa2JCeargV7lyiUSlp/0pNtO7cT2qplJidbnJSEx65dtOrWA8VbTCd7E0w62G550Plt27ZtjB49OuPfAQEBQHoHsapVq/L3338zadIkqlatio2NDc2aNWPYsGG5Po8Xqexfkj3BUfQpZvzLfE+QJVXKFMuVa4lEIqaMGsKqLbvov2UHBo0KuQSSdRI6tGjExO6dscjFZSUzbwexWMyQsRPZtWEtezZvRGMwgFiEVK+nYau2tOvxaUa0V6FUMmHuH/ww8AuS7t1D7eOD5YMH2bZK1xn0bDh9gm1rVtO0Y2c69/k8T52SPdu2EF25knEZKrGY6PLl2b11M/VatuHSyeMsnDUdjYMjia4uyNUa1q9Yin+lygwc+cN71xjgYyS3bX1+DKSYMfOM9SuWElmzZibn+hkp/v4kBQVx+uAB6rdu+1bnZdDruXr2DAf37CQ2NgYnZxcat2jFuuV/E1mrVhbnGiC5bFkSg4I4e+QQdZq3xNPLC8WVK5jUpjEY0IWFER0egcFgyJdpIm0+6YkgCOxYsxp9gQKk2NigTEpC+vQprbp2p233Xu96ijlGJOSWREY+IuHO2RwvHV68cYfvJ01lR/1gPJSZ1Tui0sS0PuLN2O9GUqNCQK7OUa83EBwegd5gwMfdDZks77J13mkOduB+zjvXRO9sWmXjdcmPOb0GvZ7IsFAEQcDFw9OkxN69G9eYPu4HQlu0wHnLFmLat0f7X1lKnQ6nLVtQFS1KSoUKiFNS8Ny5kxYNm9C5z+d5dg99mzUgpH9/BBMpICKVCp+lSxk+aRqzJ48jrGXLTBKFIq0W1yNHKK1QMvrnWRkfA/nx55UbmMrBrlX05cvMHyKbN2/OFEh5xrNAyv3795k0aRI3btzIFEgx1abdFK9i598F79Lu5gXv8n5u3DyEulzvNx4nKSGeId07E/TllybTKCwDAyn/6DGT5v7xxtfLKanJyUwbPYKQhHiiS5dGb2+PNC4Opxs30MXGEv7ZZwgm/j4s79+nUnAI42f9iiophq979CDo008RjDQYs7x3D5uTJ1EoFBR0c+e7KdPzbRAkNTmZ25fOEBoUip2TE5Vq1c13MoMvs/P5Jgf7XVGxTEm6d+pI6w2b+Kp4LM28UhGJYH+Igvn3nejQunWuO9cAEomYgl4fTuthM+mIJRLcvY13+HqR4mUC6NCtJ5vXriLR1xfHrVtJDQggtVQpBLkceXAw1hcuoHN0JKVcOSC9LW5oy5bsXb2aFh27vHYbXo1azdkjhzh+9DBpqjQKFy5Kkzbt8C5cBACphSXitDT0JhxssUqFzFLBykV/Elm3bhb9b0EmI6JhQyz++Yf7N65T3D/3/37M5F86dOhAhw4dTO4vVqwYK1eufIszMmMmHVVaGmKFwqRzDaBXKFClvt1AwO/TJvNAJiO6c+eMlUONtzepfn447NmD3dGjxDdvbvRcg0JB2v/n6+HjQ92mLTiyYwdhTZo8b2gmCFg8eoTd4cPEtWpFlKcnqoMHWThrOt+MmfA2bvGVUVpb06hNm/c6KGPSwR47dmyOB5k8eXKuTOZd0bdLO8r6lWLjjp38dvQGggAV/IozdUw7KvmXetfTM/OB0rJLN0r4lWHHpnXcevwY2dWr2Fy5gmAwoHF3J7lKFVS+vplSNQzW1mgLFuL8v0ep17L1K18zLOgpU0cOJdnOjpjixREsLbkTGsrJYYNp1LI13fr1p1LtusTdvk2CieJL29u38a9YmUvnz6JqYdzoI5EQW7o0h/fuMjvY+ZyPydab+bixc3AEtRpxcrLJzogWERF4FciaspeSnMSxPbs4sn8PqUlJOLq60bxNe6rUrf/KBd9x0dEc3LGVU8eOoEpNJSUlmaRGjbIeKBYT37gxbosXI05Kyig4fxF5ZCTeL8y351eDsLKxYc/adaTY2qCzt0cWGZl+3ZYt0fxfcz6qXj2uLl1KbFQUji5myaO8wKSD/fjx4xwN8L70hH8ZFfxK0LBWhQ9qSc9M/sfXrwzD/J7Lge3btJ5lZ08RU6eOyXPSbKxJjI975WtpNGp+GjWc4LJlSfF/LjupLliQxHLlOLBlK24enrTu0o3zgweQ5u2Nxiuzcok8KAjbGzeoOPRbLt+/A9nk8OlsbYmNjHrleZp5u3xstt7Mx4vcwoKq9RuSeOkScUZsrEirxfH6dZr+J6obERrC5OGDSXBxIbZCBfQ2NjyNjib4nxXs3baFH2bMynFnwfs3r/PLj9+R5FuMhFo1MVhYIA8NxfbMGbQPHhDftGkmuyrI5agKFcLy0SNSAzIHK0QaTfp8J0zJ2CYWi+n4aV/kEilrjhxAXbAgKWXLpq80vvA3LMjlaIoU4dq50xkF62ZyF5MOtnkJz8zHhsFg4OyRQ2zftJ6wwAeIxWJKVKhE266fUDKg3FuZg72TM4qEhGyPUSYk4ODk/Mpjnz92lGQb60zO9TMMCgURdeuwdc0q5rZoxdCxk5g3eTxqH2/i/1+A6fD4MRYhIQybMBVnd3eEuDjQ600ut8ri43FxcX3leZp5u5htvZmPic59PufqwC8QTp8moUKFjCZh0thY3I4epUL5ipTwf64qYzAYmPHDKEL8/Uku+3y73t6e4KJF0Rw6xJJ5s/n6+zEvvXZaSgozx4wmtFEj1IUKPd/u4EBaiRI4bd2K9cWLJFeunOk8QS5HERhIWokSz+cbE4Pb0aNUrlwV39LGNNsFtC4upP1fuccYerkcrSb/SEF+aHz0OdhmzEC6Ef1j2mQu37lFVKVKqJo0RqTTEXvvHvcmjKVLrz40bd8xz+dRvnpNpHNnIo2NNdp8RpKQgCwoiEp16r3y2Cf/PUqMr6/J/RpPT1I1asKePqFMpcr8+s8GThzYy5VLFxGJRJRv0oIajZui+H/nMs8CBYm6f5+0kiWzDqbT4XDzJg2nTH/leZox8yakpqnYsOsAm3buISgqATulnGb1atKzYxu83c0ffB879o5OTPptIUt/n8utZcvA1Q2RVoMkKZmmHTrRrnuvTKs1ty9fIl6rITnASKqbSERUrVpcWracxPg4bO2zKn28yMkD+0jz9MzkXGcglZJQty5OW7eSXLHi8yi2IGAbEUkBFxeCns1Xo0GSkkzzjl1o80lPo6tL3oWLYntgL/GmJiMIKIJD8ClSNNs5m3l9TDrYCxYsoE+fPlhaWrJgwYJsBxkwYECuT8yMShKCtQABAABJREFUGVNoNRqCHgZiZSXH1skjw+F7E47t2sGle3cI7tgxo1mMIJWSEhCAqlAh1i9fQqmAshQoatpBzQ3kFhb0HjiQJYuXENaqZSYnWxIfj+euXbTr2fu17lmlUmFwNtIx8hkiEVhaovl/RENhZUXjdh1p3M74h8Wn/Qcy/YdRhCsUqAsUyFh+FKlUuB88iF8Zf4qUNNcw5Hc+JFufkJRMv2/HUEgcxuwyMZRx0BKpkvDPozi6DzrBb5N/pGyp3JFdNfP+4ujiwrcTp4IulVvXbyOVyShSopTRXOqr588SV6SIcdlSQLC0xODjw92rV6hct3621z139jRxRQqb3K9zccEgkyGNiUH3/7xoy8BAbCRixs+bT0JcLKFPHiOTyylcvGS2ud8BVatiMfcX5E+eoDEiA2v54AE2Mhkl3tLq7MeISQd7/fr1dO3aFUtLS9avX29yAJFIlO+NrpkPA51Ox+aVyzi4fQsGKytEEglCbCzVGjSix5cDX1t8XhAEtm9aR2TVqlk7MZLeYCXB3589WzbSf8T3b3obL6VVly6kpWlZv3QRWhdXVHZ2WCYlIg0Pp33P3jTv1PW1xi1a1JebjwNRFzUesRCnpSHExeGawyYxxfz8GT5hCn/+Mo3UM2dIc3NDqlYje/SYag0a0Xfw0Neap5m3y4dk66f9toBqyqdMLheT4Q8VtNYz2j+Oyo6pDJvwM/tWLcxTWVQz7w8Ozs6ULl8x22P0ej2Gl7TENojFaNQvl4zU63VG3zGZkEgQGQyINBqUt27hfP48g36agUgkwt7RCXtHp5deJ30YKYNGj2X2hDFEVatGWsmSCDJZxrguFy4w6KdfzLUVeYjJn/Thw4eN/r8ZM+8Cg17PnAljuBERTkT79hlNAsTJyaScPcv9oV8z8df5OS40eRFVairxERFofEzL66UUKcKtI0dfd/qvTKO27anTvAVXT58iLiYGOwcHylWviYURbdMcj9mmHYcH9CO+XDmjFfR2Fy9RrkbNV5L/K12+IvNWref25UuEPn2MhUJBuao1sDXSFMFM/uRDsfXRcfEcO3eVsy1jjQYbG3mp8Q1Uc+DkOVrUq/H2J2jmvaRYqdI4XL5ASqVKxg/Q6TAEPmDR7BmcP3OKjj17m0y7KO3nz+1rl1GZCHJIEhORxsfjsX8/QkoKJcqW55PZv732ymnp8hX5Yfps1ixdTOCSJYitrTEkJ6ePO+vXPF+R/dgxf8abeS+4dOoEtx8/IrRzp0xFdQZra6IbNECydy97N22gXc/XaEaQky94QcjRYbmJXqtDlZaGOi0VlaUlOp0WC17fwXbz9KJ110/YvmULEXXqoPl/Woc4NRW7S5dwffyEXn8sfOVxxWIxfhUr4VfRxAvIjJm3wI27gVRwFbCTm+6d1swtlotXrpodbDM5plLtuiz7Yx4WT54Y7bhrffEiGi8v4po3J+HWLW4MG8SIST9Rsmz5LMc2bNWG3RvXIQ0IQOf0n0i0IOB49iy1GjelVedu2No7YP1Mx/oNKFKyFD9On0VSQjxJ8fG5Nq6Zl/NSBzsoKIi7d+/i5+eHh4cHN2/eZPny5ahUKpo0aUKrVq3exjzNfOTs2rqJ6HJljStWiETEVqjA/h1badvj01de8lIolTh5ehH15Inx4hPAOjCQMuUqvMbMXx1BENixdjXbVq9A6+NDqp0dyqQkVvz5Gy06d6NDrz6vvazXrsenuLq5s3HVchIOHkKksERISqJirTp0H/kD9q+hTmLmw+C9t/U5+JsQMMsNmnk1pDIZQ8dNYua4H4j9H3t3HV9V+Qdw/HNjd90MxhhsMBY0G93djXTYYmAjgij+BERESgxCQVop6e5u6e4FY9197+75/TGYzAUbDAbj+369fMnOc+J7Luw53/ucJ3x9SaxSBaO5OZqYGCxPncLs5k0i+vRBMTMjwc+PNEdHfhz7NSMnTMbM3JxSrmUz/83ZOZbgtQ8+Yd7Mn4moWzez24Y2LAzHf/7B1ZDO4Pc+LJRxRf9lbWuHta1doZ9X5C7PBHvv3r0MHToUg8GAqakpU6ZMYfjw4Tg7O6PRaBg+fDipqam89NKTn11BvNhCAwNJ88veInCfvlQpkmJi0Kelobs3jVFBdOvdj8jF87nj4oKi02Up00RHY3P+PB2mzyjweR/F34sWsXrtKoL79yfdxgaAGDK6w2zYsAGAl15+7ZHP37B1Wxq0akPY3WDSUlIoUcr5kfuvi+KhONT11b0r8kWYiuhUFfamObdibw5xoFf7GjmWCZEbnxq+fDN9Bqv/XMjJuXMz+mXrdCRXqUJEv34YH6g/09zciNPpGDtiGGq1Gktzc7r1G0iLTl1QqVQ0btseJ+fSrF66mMuzZqFSqzG3sqZN1x506NX7kbo5imdTngn2zJkz6dOnD8OGDWP58uV8/vnnDBo0iGHDhgHw66+/snjx4me60hXFg4nZveW7c3m1pbo3wET7sAEkuWjcrgOXLpzj6IoVhPv6kurujspgwOLqVezPnGHw20Mp45776O/CkpqczNK5cwnu3Tszub7PaGVFcOfObFqyhPY9e2Fp9WhLpUNGK14plzIP31G8EIpDXe9gZ0PLBn58fz6J7/0isjVobwkywz/ZnFYN6+R8AiHy4Openg9G/Y+VpWaz4tABorp3z/WtSbKnJympqcQ3bowuOJjFfy3iTmAAg999HwDv6jUYWb0GBoMBgz4NUzNzebNSDOW+DBtw/fp1Bg0ahKWlJYMGDSI5OZmOHTtmlnfu3JmAgIAnHqQQjZq1wPby5VzLLS9domq9BqgfMto7NyqVirc+/ZyhH3xC7bBwyi1ZgtuKlbTQmfLVxKk07/h0Xo+fPHwQQ+nSpNvZ5VhutLLC4ObGiX17n0o84sVQXOr6ke+/zWm9Oy8fLM3BUB2xaSquxmoZc8aBEaddmDZmJCaP+CVcPDsSE+I5f+I4504cI+EhC3MVJkVR2LV5I4panWeXJJVen9GdUaUirUwZgnr0YM/2rdy6eiXLflqtFjNzi4cm16F3gjhz9AhXzp7BYDDkK9b0dANXz5/lzNHD3A189n93i6M8a5qEhARs77UYmpiYYGZmhtUDsw9YWlqSlJT0ZCMUAmjdtQc7Nqwl3s2N1PJZW5K14eE4HD9Bj4mTH+saKpUKv4aN8WvY+LHO8zjioqNI+U/L9X8lWVsTGx31lCISL4LiUtdbW1owb9p3rNm2m6/XbyQoPAYbc1Pat2zCXyM7UbqkjDF4nqUkJ7Hg1585tmcnODsDKgi5i1/jprz6/keP9VYvP66cPU2KRoPpnTuoUlJQcprVSVEwv3yZmPbt/91kZkZMtapsWfM3734+Kt/XC7p1k9+nTyHo1k0UZ2fUycloExPp0ncgHXv3zTExVxSFnevWsGrxAtJMdRlT2oaFUbqMK29++CnuXt6PdO+i4B76VV5eW4hngYOTE59/O5FJo0eScvEi0RUqoKjV2AYEYnbzBkM+G4mHT/YlYU8fOcS6lcu4ffECABWqVqNb735Uq1PvicR57cI51i77i0snT2A0pOPiUZEuL/WmbvOWqNV5vjACMlYZe+hS6XFx2P13BLoQj6m41PXmZqb079qe/l3bP3xn8dzQp6Uxfvgn3NSoiRg8OLPfszo5maQjRwj45INHnqo1v4Ju3SLFtSz6tFRs9+4lpm3bbC3ZlidOABkr4z4oxcWF26dO5/tad27fYuynHxBWuzaJzZtlzp+tjYhg5bpVREdFMuidodmOW7VoPhs3byCkfTv0pUplbExPJ/zyZcZ//gmjfphGeUmyn4qHJtgfffQRJvdWC0pLS2PEiBGY3fvWptfrn2x0QjygYpWqTF+ynMM7d3D82GHUahU+9RvSbOx3OY6OXjJ7Brt2bSe8Vi1S6r8OQMSNG9z64Tvad+pK71ffKNT4dq5fw59/zCGqlh9JL7+MotUS4e/P3T9+5/iRQwwd+dVDk+ya95ZK10RHk57DXNKauDi0AQHUadK8UGMXQup68Sw7sG0LAakphHXtmiWpNZqbE9G8OdpNm9i1fi0d+/R/YjHozEzRpqUS0aIFDmvWUGLZMhJ8fTE4OqKJj8fi3Dl0wcEkVq2aLfFWpaZiWoAB+PNn/ky4nx+JNbIOyjWUKMGdbt3YvXgxrTt3xdn13/UbIkJD2bRiKXcGDcoy8BKNhuQqVQgF/vjlR8b9NPOR7l8UTJ4Jdo8ePbL83LVr12z7uLq6Fm5EQuTBzNyCFp270qJzV+ztLIiOyfm19ekjh9i1azuBvXtneY2XXKUKQeXLs3nZMsp7VKR2k2aFElfQ7Vss+X02YS1bYLS2xqjTgVZLiqcngeXLY1yxgpVzfqNV9x44liyV63lMzcwY9M47zJ+/gODOnbIk2ZrYWFw2bqTbgMEy64coVFLXi2fd5rWriKxZM+e+zyoVkb6+bFm35okm2NXr1sfkl+nQvDmRL72E2fXrWFy4gCY+HqOZGcleXuiCg0munP1tqsPVazRu2SZf14kKD+PmpYskvP56juWKuTnxlSqxc8M6Bj7Qir1t7VqSvL2zJtcPSPbxIfjIEe4GBlC6bLl8xSIeXZ4J9oQJE55WHEIUqnUrlxFeu3aOfeSMFhZE1qrFTxPGUWvPLga/8z4OTk6PfK3U5GR+Hj8GfVoqNkeOgNGY8dqyWjVSXVywOXIEQ2ws67ZvZuuGNZSt6MngIe/m2KUFoFv//iQn61m5YC6GUs4k318qPTiYbgMG07nvgEeOVYicSF0vnnVRIXdJK5l7gqovWZK40NAnGoOdgyO1mzYnddcuQtu2JcXbmxTve90tFAW7rdvQlyqVudLwfWZXrmARcpfGbfPXbSnsbjCqEiXyXFY9uWRJAv8zeNHf35/EEnmMM9BoUEqWJCz4jiTYT4EMpxbF0q3z50lp8Gau5SkeHtgcOMCB5ESuffA24375Dfu8KqZcpKWl8u3wj7mtVhE7eHDmNIKaqCjsN2/G8vRpYlq3JqViRVCrwWAg/PJlgkYMY/i47/GunvOcvO169qJ5x86cPnyQ6MgIbO0d8G3YSOZIFUK8kHQWFmiSkjCYm+dYrklKwsT80Va6VRSFS6dPcu3CeVQqFT41auJZpVqO4xLe+HgYMV9/ienSpURVrozewQFNbCwlLl7EChXxsbFw4CCJZVzQBQdjfeMG2sRE2vbux861qzAqChUrVaGSr1+uXQYtLK0gIREUJdfZSjSJiVhZ/zuo0//6NSKCg9E8MDg5J6qERHkD+pRIgi2KpXytfq5SEdOwISgKS36fyftfjC7wdXauW4N/WipRXbpkuWi6jQ2a+Hgie/ZE7+z87wFaLclVqxJibs6MSd/x48KluQ4uMzUzo16LVgWOSQghipuGLVoRefEiUU2a5FhuffEidZu1KPB5g27fYur/viQ2LY1Yt3KoAJt1q3G0tmHY2O+yrReg05kycsIkLp85zfaN64i4dh17ewdafTiMqrXrEBZ8h78X/MGJrVsxmJuT4OEBBgOr/l6OotWSVr48Nps2YK3R8Ok331LOo2K2mMpW8MBSp0N35w5pOXXNUhQcr1yl6YefEhcdzdSxown09yfRuRQWt2+TULdujg9BbVgY+sgIrpw/j1fV6gX+rETBSIItiqXyVasRceNGjn3hAMyuX8+suOL8/Di1YAGJCfEFnuZpy9pVRDZqlK0yM7txA4OTU9bk+gGpFSqQcPQoV86exqdG7itUCiGEgA49erPvnddJdHEh1cMjS5kuIADbc+fo8svsAp0zIjSUb4d9SEjduiRWrpxZj8c0akTUmTOM/eR9vv9tXrZB9CqViko1falUM3vdrVKpOHPiGBEtW5Li6Zl5zrimTbE6cQKLixcJ7N8fs5s3Gf/Zx4yfNYcSpZyznaPPq68z97eZ3OnRA+MDLdUoCvaHDlHSygqv6tUZ/d4Q/J1LEf3qK6BS4fj339ju3k1sixZZnkvqxETst2whrk4dVq9Ziam5GW279SzQ5yUKRhJsUSx17dWP21O+J6h8eYz/eaWoTkzE6sSJjCmWyBiFrrK1JTI0tEAJtqIoxNy9m206JgCTyMgct2dSqUhxduZuQIAk2EII8RCOpUox4rsfmPTVSFLPnyfK3R1UKuz9/TENC+OTsd/hXMB+xauWLCHaw4PEKlWyFqhUJNSsSUxEBDvWraGqXy0O79lFYmIiZcu50bRdR2xymOUJYM1fi4mqXJkUL6+sBWo1CXXrYhIaivmlSyTVrEl0VBTrl/3Jax9+mu08jVq3IyYqmlUL55Hs5UVCSSe0ycnYX72Ks70DIyZM5sS+vYSr1UQ3aJCZTEd17ozD2rWU+v13EmvUIN3SEl1YGOaXL5Pg50di3bqkVqzI3/P/oEWHzpjodAX6zET+SYItiqUa9erTtl1Htq1YQYSfHykVKgAZLddWx4+TVK0aaWXvTW+kKCjJyegKMIUSZLQyaHQ61CkpGC2y9o1WTExQJyTkebw2NRWdWcGuKYQQLyqPSlX46a+VHN+7hzMnT6AoCtW696Jei1aY5rToy0Ps3LiR2O7dcy2PrlqVdcv/YsP6NUR7e5Nubo7V0UOsXryQl159nY69+mbZ32g0cnTXTuJfHpzrORNr1MDmwAGSatYkrlo1Di5dmmOCDdCpTz8atWrN3i2b8Pe/jaW9Iw0//xKfmr6oVCq2b95AZJXKWVqqFTMzUjw80AUFoU5KQhsTg8HWlrDBgzNbwg2Ojugd7Dl/4ji+DRsV4BMTBSEJtii2+r4xhMo1arL4t5nc3b0bRaMh1dWVmDZtSCv3b0uHLjAQWxtbSpUp+DRkNRo2JvrSJRJq1cqyPbliRUosW0ZckyY5jgRXJSej9fenet36Bb8xIYR4Qel0pjRq045Gbdo99rmSY2NJz2Pl3HRbWwx6PSFDhmQmsUmApk4dVi7/CxtbOxo/EIc+NRXFmI4xj4GG6TY2qJOTM/5sbY0+KYn0dAMaTc7pmJ1jCboNfDnHsriYaAzVqmbbrk5ORu/iktEXOxd6GxviYqJzLReP7+FLywnxHKtWuy7jfpmFrYMj8Y0bE921a5bkWp2QQKm9e+k16JVHWsmue98BOJ48icl/podKt7dH0Wiw274djMasBxkMOGzahINz6RwXyBFCCPHkWTk6oo3OPcnURkVlJOD/eTak29gQ2qoVy+fPxfhA/a4zM0NjYoImj9V4tdHRpN9LwDUxMZhaW+eaXD+MQwknTKKism03WlmhzWH7g3TR0Y81Pa14OEmwRbGn05ny1eQfKXf+PK5r1mB+4QJmN27gsH8/rn/+SbeuPWjYuu0jndvN04t3hn+By5o1lNq+A7Nr1zC7coXSa9eiTk1Fk5iI0+LFWJ48iemNG1gdP07JhQsxmpgQeTeY+NiYwr1ZIYQQ+dKua1fszpzNtdzyn39I+m//7HvSXFxISjcQcP1a5jaVSkXjtu2xOZvLORUFy1OnSL53TrszZ2jevtOjx9+5G47nz2dM5/eAZG9vzG7eRJ2YmONxJiEh6BITqexXK8dyUTgkwRYvhFJlXJky/0+GDHiZpokp1AsOoZuHFxNm/ZHr67f8qt24KVMXLaVf/YY0CIugYWQ0vqVKk1a1KpEvvURsixaYRERgee4cmthYojt0ILpLF9Ld3Tl77Egh3aEQQoiC6D5gAI5372Jz4gSkp/9bYDBgc/AgJmFhJFXN3gUDAJUKxcqKpMSsY2269huE442bWJ05k/XtpcGAzb59GYuQeXlhfeoUDgEBdOzdl0fl16gJrtY2OO3ajSotLXO70dycVFdXSqxYka013SQ0lNKbNzP4nfcfueVc5I98uuKFYaLT0aBlaxq0bJ2v/Q16PXcDA1AUBWfXsnkOgrSxs6dz/0F07j8IgFXz57L/2mVQqUgrW/bfAZUPnt/UlLSU1Ee7GSGEeE5ERMWwdNNONh8+QZreQBUPN17r2o4alTyf2DUNej3H9u5m26b1xEZFYevgQLtOXanTtDlaExMAbO3tGTN9BtO/G8Od+QtIdXdHpSjobt3E0tqG0AoeKLnV+wYDhEfg5Fw6y2YHJyf+9+Mv/DR+DKEnT5FSriyGlFR0t26ClRVGFxfKLV5C6TIufDR9BnYOjo98j1qtllHfT2HWlO85P28+hgrlMWi1mAUE4GBjS7Xmrdi3bBnppUuTamWNWXQUuthYBr/7Pg1b5W/ZdvHoJMEW4j8MBgNrlyxi29q/SdeZglqFKjGRpu060uf1t/I1Wr2Mmzu2B/cRn9sOioLZ3buULifL1Qohiq8T5y7x7tipJFTwINqvDoqJCVfv3GHfmCn0btWYkW8OfKTxL3lJiIvj2+EfE2rQE1GlCoZqVdFGR+P/50LWLv+Lryb9iNW9wY2OpUoxdvoMgm7d5Nr5c3BvJUe1Ws2od98iukF9lBxWj7S4dImyFTxwKp19OlZn17J8N3MO/teucuPyRdRqDSVdXAgLvoNiVPCoXCXHBWYehbmlJZ98PY7IsFBuXjxDfHwSbp5eVPCuhEqlou8bQzh99DAJsbE4OJWkWt16aPNYgl0UHvmUhXiAMT2daWO+4nzIXcK6dsVwb/l0TWwsWw8f5urwjxk9ZTo6Xd7T6/k1aoLup2mY3L2LvnTpbOVmN29irTXBu3rNJ3EbQghR5KJi4nh37FQC27bLMrhcX6oUCZUrs3zVKiq7l6Vbm2aFet2fvxvLLVubjFUf7yXvBicngjw9Sd6/n58njOOLCZOyHONavgKu5Stk2daiY2d2rltHSOvWGBzvtTQbjZhfukTJo0d5bfL0PONw8/TCzfPf+bAr+z65Ps+OJUtR0as70TFJWbabmptTr3nLJ3ZdkTtJsMVzKSw4mMPbThIbl4hbRS/cvbw4deggsVFR2Dk64tewMaY5tDo8zIkD+7h0+zbBvV4CjSZze7qtLaHt2sHatWxfs5pOffrleR4TnY63PxvBr5MmENa0KSkVK4JaDQYDFpcv43T4MO99O7HQW26EEOJZsXLrbhLdy2dJru9TzMy426gRv65YT9fWTQutLgwJDOD6pQtEvfZa9uXCVSoiGzbk+rx5hAQFYmfrxbnjR1n/9wpuX76ISq2mil8dOvfqQwWfSgx8+z3s7B1Yv2wJBmsbFAtzVKGhOJcuw5BJP+JW8fG6uESFh7F19d8c3L2D1MREHEq70KFrDxq1aScLwBQDkmCL50pSQgK/ThzPpTOnSPPwyOhvtngBxuRkcHMj1c4O89g4tNOn0PPl1+jwUp8CVdwbV68kvGaNLMl1JpWK6Dp1WD5/Dh4+Pvg8pPXZr1EThllYsGTOb4Ts24fKxgYlJgY3L28G/zCN8t4+Bbx7IYR4fmw5cpLoSrkMEgTSypUjfOtWwiKjKVXCoVCuefb4MZIrVsxx/QEAtFpSPDw4e+wo+7ZuYOu2bYT7+pLarx8qo5Hw69c588VnDHj9LVp16U7nvv1p37MXV8+fJSUpCWfXsri4uT92nLeuXGbCyM+I86xIbLt2GC0suBsWRsjqFezcvIEvJ03DzNzi4ScSzyxJsMVzw2AwMH7Ep9w0MyXi9ddBq8XyxAnUOh1RvXuTbmubua8mJoaVK5cBZFttKy8hAf6k1a+Xa3maiwtKWhqTvhrJV5N+fGiSXNm3FuN/nU14yF3iYqKxdyyBg1PJfMcjhBDPK73BgJJXf1+VCrWJCQZDeu77PMCg16NWq1Hn1AByfx+DnvQ8ygEMWi23r17myOmTBPXqlaWPdbyfH0kVKvDn3N+o6FMZN08vtCYm+NTwJd1gwESnQ1EU9Po0TEx0j9Tyrk9L44cvR3C32b23m/ekursT7OaGYccOFvz6E29/NjLzWlqtCWq1TPz2PJEEWzw14XeD2bF+LTdv3sDczIxGzVtSq1GTzBHdD3Pq4H7uJiYQ0b4dqFSoUlOxPnaM8IEDsyTXAOl2dgR37syqhfNo1alrZncRY3o6p48eZt/O7SQmJlK2XDnadOlO6bIZrzBNTE0zlj7PZSUuVWoqqNVE1KvHn3/8xpcTpxITGcGujeu5fOkiWq2W+g0bZ1u618m5dLbR5kIIUZzV9KzAxcAA0sqUybFcGxWF1phOyRL2uZ7DkJ7O9kOXWDN9EFFBgQBUqF6D7n0HUr1u9saQ8p7eWK35myhFyd5FBEBRML91i4PnzqHo9Tj/9hspFSqQ6OeXGWe6nR2xNWqwcdUKOvboxZqlSzhzcD+KoqA2NcWo16Okp6OzsKBZh0507t0PO8cS+f5cThzYR4qdbZbkOpNKRUSjRhxbuBAbG1v2bd9CcmwsKrUa38ZN6d5/UKENkBRPliTY4qlYs2Qh65f9SUKlSiSVLo0qJYXzi+ZhPWc2X/4wjZIu2Udi/9e2TeuJqFIls9I0u36dVFfXbMn1fel2dhhcXDh5+CANWrYmOiKC70Z8SqTBQKS3F0bnkpwJCmDvB+/Qon0nBr79HvWaNCP88mWiGjfO8ZwWFy+SXLEiyZUrc2PuXLauWsnyeb+T7OVFvKsrKoOBi2tX8dfc3xjx3Q+4e3k/+ocmhBDPsZe7tmXj8LHEVq2WvdFCUShx9Ch9OrTEJJdWbkN6OkPHTeNQ0F3C6zUgrWcPSE8n6to1/Cd9R9eevel2b2rU+3xq+mKt0WJ27RopXl7Zzml29SrpyclE9uiBvnRpVHo95pcvY79xI3GNG5NcuTIAiR4enFmzhpOHDhBZuzaJb72FYmaGNiwMq+PHMYmOJqxNGzZcvsyhd9/kmx9n5Os5BnDmnxNEubvnWm60sCDZ1paNhw8Q2akThhIlUKWkEHvhAmc//YAPv/wmxy8X4tki7xvEE3dg/2HWrVtN0IABRDVpQkrFiiRXrUpgjx4E+HgzfvjH6B+YJD830ZGRGOz/benQJCZm+TknyTY2xEREYDQamfDFZ9wq7Uxgr5dIql6dlIoViW7YkMBBg9h5YC9bVq2gfY9e2Fy+jC4wMNu5tOHhWB0/TqKfH4qJCZiasWzhHwT37k14ixakeHqSXKkSdzp3IqhRQ77/4jNZqVEI8cLydC/LkJc6U+7vlZhdu5a58Io2IoLSmzfjbdTzbv/uuR6/dP12jgSHc6dnr4yBkioVaLUkV6pE0EsvsW75X9y6eiXLMSqVio+++gbnffuwPn4cVXJyxvbkZKyOHsVuxw4iu3dH7+KSsViMTkdS9epE9uqF7d69qOPvTa6alkZyYiLBXbqQ4OuLcu+NpKFkSWI6diTNxQXLs2eJbNaMkKpV+XnC2Hx/LopizLl1/QFGtZoYP7/MmawUMzPia9UiuFMnfh7/DSnJSXkeL4qeJNjiiVIUheWrNhLarFmO3S4SatYkzsKcEwf2PfRctg4OaGNiMn9Ot7TM8nNOzOPisXVw4MI/x4lMTia2Xr1sFZtiZkZIq1b8NWc2uzdtYMinn+O0bh32GzZkLH1+4wa227dTYsUKYlu0QO/sDKmp6JMSiWjQAIND9sE5KZ6exJctx55NGx56X0IIUVy9068bPwx9jbrXLlFu1kzcfvsNj/XreLt2Ff78YTQWuawroCgKc9duIbRevRwHnRutrIipXp3Nq1dmKyvv7cOYn2bS3MQM13nzKPf7HFznzcP25EmiOnbMqMP/w+DgQJKPD5bnzgFgc+wYenf3HPdFpSK+fn3Mr11DlZJCfI0aBAcFEXjzRr4+k6rVa2IfEJBruSolBZOICPSlSmUr07u4kObiwuEd2/N1LVF0pIuIeKJuh8URn5iU40qG90V6erJv146HrrDYtkNnbi78gyBvb1CpSKlYMbPFwWhtnW1/TWws2uA7+DVqzPxffyLSyzPXVgODkxMGa2vWHjuCzZaNDHjzHf5cPB+VwQBAWunShL3yCkZLSzAYcFq6FJXBQLJ37l1AYry92L97J13+8wpTCCFeJK0b1aF1ozrEJSSSptdjb2ODRpN3+158YhJRUdG59t8GSHJ358ruPTmWuZRz48Ov/kdaaipJCfHEREby7eiRpJUvn+v5UsuXx+qff1AnJGAaHExM06a57mu0sEDv6IhJeHjGar1ubty4dJGyFTzyvC+Aei1asXj2r+gCArJPYago2Bw4QIqHB0aLnGcRiSlXjgvnz9KiS7eHXksUHWnBFk9UcpoBzM3zfB1mNDcnOR+vu2o1boqzqRmO+/aDwYBiakpC7do4rlnz72u9ezRxcbhs2Ei3AYMxM7cgKSkR439aSjRxcWjDwlAnZVzbaGFBbPVq3PXzY+uGtbi7uaOxtCSuYUNSKlRAuTcvqd2WLaRbW2f8nMcIeaO5OakpKQ+9LyGEeBHYWFlSwt7uock1gEatBqMCipLrPqr09IfOrKEzNcXOsQSm5uboU1Pzvmh6OqrkZFxXrqR0mbKo7nVpyfX6xn+7eqiM6ajzcV/3Y/rkm28pvXUrtkeOZDy/0tMxuXuXkps2YXH9OrHNm+cZZ14zqYhng7RgiyeqjKMVSkwsquTkHJebBTALvou7e+6tCvdpTUz4atKP/DR+DNfnzSO5YkUMGg26tDRKzZ+PUr4CKXa2WMTFYRIYSLcBL9O57wAA3N0rYHXmFMmVK2Pq74/VkSNoo6MxWlqiiY8n1dUVbVgYBnt7UsuVI/rMGapUq4H/7h043ryJYmKCOikJtZkZSlISoa+8gtPSpWijonLsIgKgCw6mjJvbo394QgjxgrK0MKds2TKE3b5NaoUKOe5jdeMGNWvXydf57OwdUFJSMAkNzbHrBWQMYrdOTeWjr8YQHRFO6N/LSaqa8zzemthYNDEx6EuVQqXXo711i0o1/fJ3c4BPDV/G/TKb9cv/4tiff6FPTsKmZClatu/IhsC/UBkM5PbVwuHWLfwGvpLva4miIQm2eKJsLUypUas6sadOE9uwQbZydXIy5mdOk5DLtHj/ZWltzRffTyYkMICr504SH5tIuT4DKO/tw8mD+4mNisLesQS1mjTD/IHXa807dGbjiqWY29thc+wYsc2bZ66uqEpLw+LcOUwDAjKm4bO2JlmjYfeJo0R265bZB08dH4/d4cOY3riBYmZGUpUqWB0/Tky7dtniVOn1lDh7jo6fjXzET04IIV5s7/buzFfzlhPg4pI5yPA+bXg4Nhcv0m7ox/k6V2REOBozM2z27iWyZ89sbx91QUGYBgbiVMGDKrVqk5aaypLfZ2J2/Xr26fTS07HZu5ekqlVRtFoc9u/Hp3rNAk/FWrpsOYYMG8GQYSNQFCVzTu2YmBh27t+fsXrwf1roza9cwTw+ntpNCnd5eVH4JMEWT9zLA3txZvgYjIqRhFq1MipKRcEkJAS7HTtIrFKFU6dOcv3CeSpWyX3Vrwc5ly1HpWo+RMf827WkaftOue7v4OREl74DWbVoHuH9+mFwcsosU3Q6EmvVwmhqit3OncQ1bow6MZHQl1/O7BYCYLS2JqpNG+z1eqxOnCChdm1KLF+O7a5dxNerhzoxEV1wMJrERMxv3aJm9ZpUqVX7ET4xIYR4cSmKwsXrtwBoULEcyl9LiPSrTYqbG6r0dKyuXsP2/Dne/PgznF1zH9/zIBMTE1QqNenW1jj99RcJtWqRVqYMqtRULC5fxvziRRJ8fTFLMxAfG8OVs2fo2LM365b/RUJgELGVfDCam2MSGorViRMYdTrSypTBZf16Sinw3pSfHuueH1ywZuA77xH4xXBMVq0iokYN9CVLok5Kwu7SJWz8/RkxcWq+14/IjaIo+F+7SkhQIGbm5lTyrZVl7Qbx+CTBFk+cra0NajKmZir1xx8Y7O1Rp6SAopBQuzZJ1aqhWFuzec3ffJDPBPtR2NnbY3Rzy5JcPyi5cmWsjxzB8vjxjC8CDyTXme6NHndcsYL4Bg2I6NMH2507KTl/PopGQ0r58qiMRrTx8URHRBAbFVmgBQiEEOJFdvriVb74aQ5hcQkYnJ3RJCVBcjIeN26SfOYsao2GmvXq0/GnmQVasrykSxmsLS0JrVoVVVoalmfPYn3oEMq9pdMj+ven1P4DGExN+XhgH4yurigaLer0dEqGhlAiJAR9aiqmFhakG40YEhIof/ES7br2pGHrtoWanOp0poyaOJXj+/awac3fRBw6jKmFOU1atqHVV2Owc3B8rPPfuHSB2VMnERkTTbqzM+rkZNRhYbTv2ZueL78mK0YWEkmwxRMXGxuHUaMhuls31MnJaGJiULTajPk9731rT3Vxwf/I0Scah/+tGyTkMSIdtRp96dLo7twhvlGjXHczODpmDK65N7+q7u5d4hs0ILFmzczXeTHp6SQdO843H7/PhFlzMbe0LMxbEUKIYufcleu88fUP3G3WnBTPf2d90sTEYNy+nWZNmvLqB5880rlVKhXd+w9i0Z8LCerRg1SPrLN9mF2+jCowgOseHoS/8sq/Y4YMBmxOn8b54iW+nz33qTWYaLVaGrRs/dDZtQrq1tUrTBj5GaFNm2YsxHP/M46NZcP2HcTERPPmx58V6jVfVPI1RTxxOp0OJTUN0tMxmpujL106oxX5gVdi6tRUdKamTzQOMzNzNA8ZRa5OSkKdno46r/3S01Glp+O8fTs2+/aRWr48iX5+WfvKaTTENKhPpI01e7dsLKQ7EEKI4uubWYsIadQ4S+IHGavy3unShf07thMSmPv80Q/TvGNnWjRuRtk//8Lm+HF0d+5gevMmzlu3UmrvXnB0JKx166wD8rVa4mrXJsKtHGv/Wvw4t/dQyUlJHNy+hU3L/+LQjm2k3mvEKUzzZ/xEWMOGpNyb7va+dFtbgrt05vCeXQT73y70676InmqCvXHjRgYMGICfnx/eecwffP78eapUqcLgwYOfYnTiSbG2tqJ0+fKY3byZ6z52V6/SuHnLJxpH7cZNsHtgNbH/UickYBYWRttOXbG7ejXX85hdv467T2UGduyKxc2bJPr65rpvVLVqbNu47rFjF0KI4iwgOIRbQXdzXVtAMTMjvnIldj3G4l0qlYrB777PV99PprWlNTXOnsXvxk0GtWhNGY+KRNaokW1Q4X2xNWuyf+sWjOnpj3z93CiKwto/F/FB3x78tmoF808c5beVSxnatwebVixFyWOqwoIIvxtM0K1bJPv45ByHqSlxlSuzc+P6Qrnei+6pdhGxsbFhwIABpKSk8OWXX+a4T2pqKl988QV16tQh/Qn8QxZFo9fAVwiZOpE7pUqRbmOTpczs+nUsAwNp2q7jE42hgnclXF3KkHDoEFGNGmWdm9tgwHnnTlp360HXfgPZ/9pgYm/cyPYaURMbS8lDh+g14iuq1anLkl+n57lcu8HenvjIqCd1S0IIUSwEh0agcnTIcdXG+1IcHbl7N/ixr1Xey5t3Px+FvZ1F5kD5DX+vwOBbM9dj0m1tMSpGkpOSsMxhYbPHsfbPRazbuJ7g/v0zn4/RZHSNWfn3clCp6Nir72NfJyI0FJWj41P5jMVTTrCbNGkCwNGjufe1nTZtGvXr18fGxoZjx449rdDEE+bbsBG97g5i5YI/SKhUiURXV1R6PQ7Xr2MeGsqI76dg9Z/Eu6DS0lI5uHULm9etJjo0BFNLSxq2aE37Hi/h4FQSlUrFsDHj+W7EMCxXriSyUiXSrawwiYjA4cIFqlevQf+33kGj0fL5hB/4YdTnJF+9SnTFiihaLVaBgVheukzfN96iet16AJhaW6OJjSXdzi7HmDSxsVjmUiaEECKDrbUlJCRkLCyTy8Jk2vh4wu+GsGTWr1SvXYcqfrULbUCepbU16oQEcMx5AKEqJQXFkJ7vwYwGvZ5/Du7n6sULaDQaqteqQ2W/WtniTUpIYP3SJVmS6/vS7ewI7tyZVQvn0apTV0xzWUsivyytrSE+Pu/POCEBG1vbx7qOyPBMDXI8fvw4u3fvZs2aNcyZM6eowxGFrMNLfajVoDE71q/hypVLmJjoaNC+Mw1bt80yZ/WjSE5K4tvhHxOUlkpkjRroS7ZGnZRExIWL7B3yOiMnTqG8lzc2dvaMn/EbZ44cZte2LcSHhlHKuTRtx3yHR6XKmVMlefhU5sdFyzi4fStHDh/AYDDg5V2JNp+OyDLXaeO27dl49ixRuSyp63D+PK075D59oBBCCPDxcMfGRIvuzh3SXF2z72A0YnHmDNfLl+fqnQB2HdiLjUbLiG+/x7lsuez7F1DLth24s3MbIbksDmZ58SLVGzbM1/R4V86e4cexo0m1tSXa1RWV0cjOfbuxNdExYvxESpX59/5O7N+LoVy5bMn1fel2dqSXLs2pwwep/5gDHstW8MDawgJdYGD2JdoBjEYcLl+m+civHus6IsMzk2AnJiYyatQovvvuO8wf81uara0FpD/ardnbF8/ZHorsvixNsbExB7uMBNreriLelQtnhLKiKKQmRpOWksJf8+Zx20RLWPt2md/MjRYWRDZrSqJLaSZ/NYIFGzdicq9ybNWpHa06ZV8g5kH2dhb0fnUQvV8dlOs+A994jcMDB5Lq6Ehi5cr/tgoYjdicPo1jZCQ9BvTFyqZgXyDs7R7vC8ez6kW5L90LvIzxxo0bWbJkCZcvXyYxMZErV67kuN/58+fp27cvfn5+LFq06ClHKZ41KpWK4a/04avZiwjs3iPrW0GjEdsdO9Db2xPbsmXGdKl162J5/jxjh33ID78vwOoxW12btOvA+hVLSTh1ioSaNbO08OoCA3H85x9emvrzQ89z5/YtJo0eSUibNqS6u2duj69bF6tz5xj76Yf8MGdBZjeT2KhIkh7y9jbZ1paYqMhHuq8HqVQq+r/+FrN/nsadbt1If7B7o9FIib17KVvKGe/qNR/7WuIZSrAnTpxIs2bNqFMnf8ue5iU2NgmjPu/ZInJib29JdHTiY1//WVOU92WSmEpcXDLpuqSH71wAh3duZ9WfC4mKjEJlZkpaVBRpnp6ok5Iw/mdKvBRPT5LPn2fH+s2P3QLwXxpTa76aPJ2pY0YTc+oUcW5uqBUFq5s3KeVUkk+n/ozeqM2yIM7DPNgvsDh5ke7LzEQLOU+3XuzJWBvxqDo2b0hsfCKT/viLtPLuxDqVRJuYiNnFi+hLlSK6c+d/E1+VisRq1YgLCWXXxvV0HZB7Q0h+mFta8vXUn5j45QiiL18mukIFjFot9kFB6CIj+fB/4yjnUfGh51n912Kia9bMklzfjzehenViQ0LYu3kDHfv0B8DWwRGLuDhi8ootNg7bx5z7+r66zVqQEB/HktkzSHNzJ76kE9qUFGyvXKGCR0U+GTMuy6I34tE9Mwn2gQMHiIuLY/36jNGrKSkpGAwG6tWrx8qVKylbNn+rNYnib82Shaxbu4qwZs1ILVcOVCrUiYlYnThBiWXLiOjbN1uSHeXuzpmT/xR6gg1Qxr08k/9YxJVzZ7h+4TwqlQqf14fg4VO50K8lxLNOxtqIx9G/Sxs6tWjIhl0HuBYYzMqDBwnv1i3nLg1AVJXK7Nm+5bETbACn0i5MmruQi6f+4fSxoxgMerwaN6d2k2aY5LTw2H8YjUZO7ttDwmuv5bpPdOXK7Nq2JTPBrtWkKQtm/IQ6Ph5jDoMnNTExaO4G49cg97UZCqpl527Ub96KQzu2ERjgj6WlJfVeG4Kbp1ehXUM85QQ7PT0dg8GAXq8HMloxIGMJ02XLlmVpyZg3bx6nT59m+vTpOOWy8p54tgSFhLFt/1Gu3Q7AycGe5vVrUde0cKYXui/0ThDrl/3FnQH9MVpZZW43WloS16wZqFTYHDxITNu2WY5T1GoUCjeWB6lUKnyq18RHXq0JkafCGmvzOF0Bn5bi1uXwad2Pvb0lQ1/pSWqanpWbduSaXAMYraxISUx45O5nOR3XuGVTGrfMeVxNXlKSk1EUBWMeY4rSraxISYjPvK69nQW9XnmFFWvWcKdTpyxJtiY2ljIbNzJwyBCcS+evBTu/n8P9LpDPume5W+HDugI+1dpp7dq1fPHFF5k/V69eHYCFCxdSr169LPtaWVmh0+lwdnZ+miGKRxAbn8CnP/zK0bOXUIxGUtzcUO5GMWfLHpzN1Lz/iStuJXKf97wgtq9fQ0LlSlmS6wcl1K5NyfnzUTVtivLAaG97f3+qvvT40xwJIR5dYY61edSugE9LcetyWBT3oygKFpaWaKOiMDg45LiPNiIC2xJOD+1+pigK1y+eZ8va1dwJDMDcwoJOXbtQrV6TQlvmXFEUTEzN0MTE5DqzlElkJHZOpbLE2/6l/qSmGtjw5xL0ZcuSbG2NRVwc2jt36D7wFZp36pGv7nXFrRves34/D+sK+FQT7J49e9KzZ8987fvBBx884WhEYUhNS2PQiG+5HhVLaoUKxLZogXJ/RUZFIebqVcaNn8o3P3nh6l7+sa938/p1EsvlMML8HqOFBek2NmhjY9HfqzRN/f0xjYigbosnu5CNECJvhTnWRhR/KpWK3u2b89vJf4ho3Sb7DopCibNn6fCQxhNjejqzJn/PP/8cJ6pqVdJq1kCdlMTtpUuxmj2b0ZN/oqSLS6HE27RDRzacOk1ki+Y5x3vmLB36D8x2XPeBL9Ou+0v8c2AfsVFR2JVwpFbjppiZP7stuCJvz/b7NfHM27L3MP6JyaSbmGR0y3hwjk+VihRvbyLj41k2bw7Dxox/7OuZmprmvYy5omTMV6rRoI6Px/rCBezPn+fTsRPQ6Z7sUuxCiLzJWBtRUG+81JnV7wxHf/QosbVqgTYjbVGlpOB46BAuJjrqt8p7bM2aPxdx7Molgvv3R3lgmr0gT0+szpzhuxGfMmX+YjSax0+JuvYdyJF338Rw/Dixvr5Z4i1x8CBlzM2p2yznxh5zS0sat+vw2DGIZ4Mk2OKxLNy0i2StCcmVKuW6xGxitWpc+OMPEhPisbR6vBWwGjVtzqW/l3OnUqUcy3XBwWjT0ii5aBEmFpbUa96CLj/PKpR5UoUQDydjbV4siqKw//hp/li3jWu3A9CZmNCuYR0Gd2lLGefH/zu1t7Vhwged+HHjdW7+MQ9DubKojEY0AQHUqN+Qtz4ZnmfjiT4tja2rVhLSo3uW5Pq+hBo1iD1/nvHDPyE0OBiVSkUVXz869uyNW0XPfMepKApnjhxi45q/MRj0WJ86hdWJEyju7qiMCprAQGo2bMSbH3+WrwGT4vknCbZ4LOGR0ahQ5do/DkAxNUVtYUF8TMxjJ9h1m7fkrz9+x/L8eRKrVs1Spk5OptTefQwe+hHNO3aWqYaEKAIy1ubFYTQa+XzKLHadu0xoTV/SqvmiSkvjzpUrrHz/C34e9REN/Ko99nUcbC358oephAUHc+PyRdRqNd7Va2CXj6nrbl25TLq1Fem5PKMsT5xAn5DAKRtrkn07olIU7t64wYnPPmLAG0No1aX7Q69hTE/nlwnjOH3xAhE1a5BWrTvq1FRszpzF4sZ1uvTpT8vx3bHN4zkpih9JsMVjsbez4W5CMprYWChTJsd9VHo9xqQkrGwef/lVnakpX/4wlfGff0qSvz8RFStiNDPD/O5dbC9coFWHzpJcC1GEZKzNi2PRmi3suHKLwD59s7QOR5QsSVz58nzw3XS2z52KvW3eC6nkV0kXlwL3ldanpaHk0mKsCwjA8swZwgcOzDJwPs7BgURPT/7843fcPb0eOuXqxhVLOXnzOnf69M7sEpIORLZtQ3yAN5tXr6Rtz94Fils8/3J+py9EPg1o2wwzoxHLs2dByXkaPPNLl/CsVgOrh6xWlV8ubu5MXfAnQ/v1o15YOH5Xr9GhRCnGTP2ZAUPeleRaCCGeMKPRyJzVm7jbuHGOXS/SXF1JLl+elVt2P/FYAm5c59cJ43izc1tebdOcT14dwLbVK0lLS8XFzR1CQ1GlpWU7zurUKRLq1ctxVqp0Ozuia9Zk48rleV47Pd3A5r9XENaoUWZy/aC0cuVILluOfVs3PfL9ieeTJNjisXRp3YSSKlAnJmKzZw/8Z1U2XUAAJQ4fou+rbxTqdU3NzGjTrRtfTZzKuOkzeOPjYbiWr1Co1xBCCJGzoJBwkvQG9Hl074nyqMi246efaBynDx9k7KcfsislicBBg7jz/lCu1qvHkk0b+Pazj7GwssK7hi82p05lO9bU359kz9z7WSd5enLhnxN5Xj80KIg0QF+qVK77xHhU4PiRw/m+J1E8SBcR8VgszMz4a/Jo3h4zlWuXL2N+5QrJXl4oOh3mt29jm5LAh8Peo4JPzoMShRBCPH+MRmPGwPY83hgqanXGfjlISkkhOSUVGytLTHJo+c2PhNhYfpkwjuCuXbMk+mllyxLs6kr61q0s++M33vjwE/zffweVXk+cr2/GSr/p6aAoKHksFqJoNLnGf5/RaARt3guOZJwnPc99RPEjCbZ4bCUdHVj907dcvHaLdTv3cTPgDo7WprR+ZxCtnaI4VaoSUrUIIUTxUaaUExq9Ps9FYGz8/alXOesiYyfPX2b6n6s5ff4SahMdGqBHm6a82687DnYF60a4d8smUtzdc25FV6mIaNCA/cuX0/f1IYz79TeWz5/D8cWLUZmZYUxORmVlhdmtW6Tk0opteusW7j4+ecZQskwZVElJeS4uY+0fQJVqNQp0b+L5Jwm2KDSVPctT2TPrYjLaG9uKKBohhBBPiomJlr4dW/HHkcPc7dAxW0u2Jjoaq8uXGPjBK5nbtuw7zKif/yCsfgOShzRFMTFBExPDglMn2f7RV6ycNpYSDnb5juHsmVPEurvnWp5ua4tiY8Od27eo4FOJd4Z/wWvvf0xMVCRm5hYEXLvAtJ9+JsjdPVs/clVKCk6nTtH50xF5xqDTmdK0fSe2HD1KWNu22T4HbVQUFlev0GrEl/m+L1E8SB9sIYQQQhTY0AE9qaJRUWb9ekyCgzMW+tLrsTh3jrKr/uaLNwdmzoUdG5/Alz/+TlC37iRVrZqZ0Kbb2RHRoiVB7uX534z5eV4vLTWVgBvXCbp1E4PBkDGgPZfB9ZmMSpaB76bm5pQq44qtgwNN2ralTvUauK5ahenNm2A0gtGI2fXruP79N02bNqd63Xp5nDxDn1ffwN2o4LxxIyYhIRmfQ1oaFmfP4rJ6Na8M/QgHp5IPPY8oXqQFWwghhBAFZmaqY9H3o1iybhsL1m0lOjIaRVGo7Vedd7/8mLo1/p3ebu2OfaS6l8eQy4JC0bVqc2jePCKiYyhhb5elLCVVz6IZP7F/62YUS0tIN6I1GKjo7YPdrVuEeHvneE5NTAzqxATKlC+fY7lKpeKdz0dRbftW1q1cSti9FUZdPL3oNuQ96jZvma9ZqUzNzfnf1J/ZtmoFW9atJiEqChQFn9p16Tl2Al7Vqj/0HKL4kQRbFGspyUkc3rGdM6dPolKpqOlXm/otW2NqZlbUoQkhxHPPVKfj9V6deb1XZ1LT0tBqtGg02V+On7h8g2hX11zPo5iaonYuxbVbgVkS7JTUNL6evYWblo5E9ulDum3Gegra8HCS9+5DExqCLiiItP+e22jE6eBBWnTqmudKjyqVisZt29O4bXsM91Yf1eYw7eDD6ExN6dx/EJ37DyItLRWtRos6jwGUoviTLiKi2Lp46h8+7N+L+ZvXs0unZadWzR/rVvPhgF5cPXe2qMMTQohixVSnyzG5BtBptagMhjyPVxkMaP8zI8eSdVvx11oQ1rZtZnINYHByIrh7N1SWVpTasBH7Q4fQREWhTk7G9MYNXFevxsfahl6vvJ7lfMEB/pw+fJDLZ05lJtT3aU1MHim5/i+dzlSSayEt2KJ4uhsYwLQxowlu1460smUztydXrYqpvz+TRo/ku5lzcCpdsFXBhBBCFFyber7sXLIa/xo5z6ahiYlBFR1NNe+KWbYv3LCdiBatcp4OUKslsl5dqvsH4OHswrH169GnpOLk6kqnfoOo36oN2ntTAN6+eoXfp08lJPgOSqmSqJKS0I1Lomu/QbR/qbcsUCYKnSTYotBFRMfw18YdrN51kKT4OOyc99KhRz/qt2xdKK0D+bFh+V9EV62aJbm+L9XNjdhKldj09wpeef+jpxKPEEK8yFo2rI3NnCVYXrhAYpUqWQsNBkrv20vfTq0xM/13WXO93kBUeGSei9mklSlD5LHjfPvLbF778NMc9/G/dpXxn39CaIMGJLdtDfdal7UREaxYvYLYmGj6vfn249+kEA+QLiKiUF256U/nd0Yw49x1LjRrwfW+AzhTqSpzli1h3LCPSE1OfipxHNu3h4TKlXMtj69UiSN7dz2VWIQQ4kVnotXyx7cjKXfiOC5btmDq7482PByL8+dxX76MhiUd+GhwryzHaDRqVGpVjsuc36dKScFEp8u1HGDuLz8SVr8+yVWqZCbXAIYSJbjTrRvb160mPOTu492gEP8hCbYoNHqDgbe+nkRgo8aEtmyJ3tkZo7U1qR4e3OnRg+sYmT/jp6cTS0oK6RYWuZanW1iQ9pSSfSGEEOBRrgybf5vE501rU+f8Gart2UW7uEh++uA1Zoz+JNuKjmq1mvq1fbG4fCnXc9pcuUL9ps1zLQ8NvsMd/9skVcp5NWGjhQUJPj7s3rThke5JiNxIFxFRaPYc+YcECwuSc5oySaUiolEjji1axKAh72Fpbf1EY7FzLk14SEj2keX36EJCcJD+10II8VTZWFnyco+OvNyjY772f69PF46P/p7UMq4YSpTIUqYLCMDmyhXa5rEYTHhwMDg5ZWm5/q/kEiUICgrI3w0IkU/Sgi0KzZ5/zhJevkKu5UZLS5TSpbl+8cITj6VDtx44njqV8yIEioLj6dN07NrjicchhBDi0dWs7MXb3evj8vffOO3ejemNG5hdu4bz1q2U2baNYWPGU6JU7n20za0sUSUk5rkgjTYxEWurJ9voI148kmCLQpNuVFAeNjWRWo2iGJ94LC06dcVVrcFp507UiYn/Xj4hgZLbt+Nmbknjdh2eeBxCCCEeT2M/D6bMX0Kv6n7UDbxDvZBQBjZvxbTFy/Cp4ZvnseW9fDBVlIwVFnOiKNhfvUqT1m2fQOTiRSZdREShqV/Fm83rtpOUyzRMqtRUuHMHd0+vJx6LztSU0VN+YtHMnzm6eDGUcEKFghIRQcNWbRj09tCHDowRQgjxbLBzLEHPV16jZwGPU6vV9H75NRYu+IM7PbpjtLL6t1BRcNy3jzJOJfGulvNzS4hHJQm2KDTtmzVgwpwl6AIDc5wez/7YcarWroudY4kcji585hYWDBk2gkFvD8X/+jVUKnCr6IW5peVTub4QQoii17xjZ+JjY1mzeCHJXl4kOpVAk5yMw9WrlClVmuHfTpR5sEWhkwRbFBozUx0/jfqQod/+SERNXxKqVMFobo42IgKHU6coGRPLmz/NeOpxWVhZUalm3q8RhRBCFF9d+g+kSbv27NuyicAAf6xKOtP+zTcpWdZDkmvxREiCLQpVvZpVWTblG2auWM+OefNI1+sxt7WhddeetH+pN5YykEQIIUQRsHNwpOuAwZk/29tZEB2TVIQRieJMEmxR6DzcXJn82bsow95BdW0rp0s1Ib1EDlP3CSGEEEIUQzKLiHhiVCoVJhr5JyaEEEKIF4tkP0IIIYQQQhQiSbCFEEIIIYQoRJJgCyGEEEIIUYgkwRZCCCGEEKIQSYIthBBCCCFEIZIEWwghhBBCiEIkCbYQQgghhBCFSBJsIYQQQgghCpEk2EIIIYQQQhQiSbCFEEIIIYQoRJJgCyGEEEIIUYgkwRZCCCGEEKIQSYIthBBCCCFEIZIEWwghhBBCiEIkCbYQQgghhBCFSBJsIYQQQgghCpEk2EIIIYQQQhQiSbCFEEIIIYQoRJJgCyGEEEIIUYgkwRZCCCGEEKIQaYs6gCdBZaJ7tG8OGh1qE0Nhh1P0ivC+VBZ2mJmak25S+P/UdBoNZk/gvEVN7uv5ktN9mWo1RRTNi+OR6/mnpbg9T4rwfkxKeqGSZ8hDyf08XQ+r51WKoihPKRYhhBBCCCGKvWe6AUAIIYQQQojnjSTYQgghhBBCFCJJsIUQQgghhChEkmALIYQQQghRiCTBFkIIIYQQohBJgi2EEEIIIUQhkgRbCCGEEEKIQiQJthBCCCGEEIVIEmwhhBBCCCEK0QuVYM+YMYPWrVtTq1Yt6tWrxxtvvMGlS5cyy729valevTq+vr6Z/125cqUII340Q4cOxdvbm6NHj2ZuO3ToEF27dqVGjRq0a9eOTZs2FWGEj+a/9xUUFIS3tzc1a9bM8ncWHx9fxJE+3M8//0ylSpWyxP3pp59mll+8eJF+/fpRo0YNmjdvzsKFC4sw2vx72H09779jx44dY8CAAfj6+lK3bl3efffdzLLi8DsmCqa4P1OK27OkODxDituzo1g/M5QXyM2bN5WYmBhFURQlNTVVmTt3rtKoUSMlPT1dURRF8fLyUo4cOVKUIT621atXK6+//nqWewkMDFSqV6+uLF++XElNTVV27dqlVK9eXTl9+nQRR5t/ud2Xl5eXEhgYWMTRFdxPP/2kDBo0KMey+Ph4pUGDBsrPP/+spKSkKKdOnVLq1KmjbN68+SlHWXB53ZeiPN+/Y8eOHVP8/PyUtWvXKsnJyUpqaqpy5swZRVGKx++YKLji/Ewpbs+S4vIMKW7PjuL8zHihWrDLly+Pra1t5s9qtZrw8PBn+ttqQYSEhPDjjz8ybty4LNtXr16Nl5cXvXv3RqfT0aJFC1q0aMHSpUuLKNKCye2+iqtt27ahVqt57733MDU1pWbNmvTu3Zs///yzqEN7oU2ZMoU+ffrQtWtXzMzM0Ol0VK9eHXj+f8fEoymuz5Ti9ix5UZ4h8ux4tmiLOoCnbc+ePXz22WfEx8ejUql47bXXslSQw4YNQ6/X4+LiQv/+/enTp08RRpt/iqIwatQo3n33XVxcXLKUXb58mapVq2bZVrVqVTZu3Pg0Q3wked3Xff379yctLY3y5cvzxhtv0KZNm6cc5aM5f/489evXx9zcHD8/Pz7++GPKli3L5cuXqVy5Mmr1v99/q1atyooVK4ow2vzL7b7uex5/x5KSkjhz5gy+vr707NmTO3fu4O7uzscff0yDBg2e698x8XiK2zOluD1LiuMzpLg9O4rjMwNewAS7efPmnDhxgpiYGNasWUPp0qUzy+bPn4+vry9qtZojR47w2WefYTAYGDBgQBFGnD9//vkniqLQt2/fbGUJCQlUrFgxyzYbGxsSEhKeVniPLK/7sre3Z+nSpVSpUgWj0cj27dv59NNP+eWXX2jWrFkRRJt/7dq1o2fPnri4uBAWFsaUKVN47bXXWLt2LQkJCVhbW2fZ/3n5+8rrviwtLZ/b37G4uDiMRiPr16/nt99+w9PTk9WrV/POO++wYcOG5/p3TDye4vZMKW7PkuL2DCluz47i+syAF2yQ44Ps7Ox4+eWXGTVqFNeuXQOgQYMGma9+mzZtyquvvsq6deuKONKHCwgIYObMmXz77bc5lltZWWV7ZRkXF4eVldXTCO+RPey+LC0t8fX1RafTYWZmRpcuXejatetz8Xfm5eVFmTJlUKlUlCpVivHjxxMeHs6pU6ewsrLKViE+D39fkPd9wfP7O2ZpaQnASy+9ROXKlTExMaFPnz64urqyf//+5/Z3TBSe4vBMKW7PkuL4DCluz47i+syAF7AF+0FGoxGDwYC/vz+enp7ZytVqNYqiFEFkBXO/9aRnz55Ztr/33nt07twZHx8f9u/fn6XswoUL+Pj4PM0wC+xh9zVmzJhsxzwvf2f/pVKpUKlUKIqCj48Pmzdvxmg0Zr7qex7+vnLy4H3l5Hn5+7K2ts7yyvI+lUoF8Nz+jonC9bw/U4rbs+RFeIYUt2dHcXlmAC/WLCILFixQwsLCFEVRlMjISOWrr75SateurYSHhyvnz59Xzp49q6Smpip6vV45cOCAUrduXWXBggVFHPXDJSUlKXfv3s3yn5eXl7Jp0yYlJiZGCQgIUKpXr66sXLlSSUtLU/bs2aPUqFHjmR/5/bD7On78uHLt2jVFr9crqampysaNG5Vq1aopO3bsKOrQH2rjxo1KZGSkoiiKEhERoYwcOVJp0aKFEh8fnzkS/JdffsmcqaJu3brKpk2bijjqh8vrvp7n3zFFUZQ//vhDadSokXL58mXFYDAoK1euVGrWrKkEBgY+t79j4vEUt2dKcXuWFMdnSHF7dhTnZ8YL1YJ95MgRZs+eTWJiIlZWVlSrVo358+dTokQJzp49y6RJkwgJCUGj0eDi4sLHH39M//79izrshzI3N8fc3DzbdgcHB2xtbbG1tWXmzJlMmDCBMWPG4OzszHfffUeNGjWKINr8e9h93bp1i9mzZxMREYFOp8Pd3Z2JEyfSqlWrIoi2YNatW8fYsWNJTk7GxsaGOnXqMG/evMxXeXPmzGHMmDHMnj0be3t7hg4dSocOHYo46ofL675CQ0Of298xgFdffZXExETeeOMNkpKS8PT0ZPbs2bi6ugI8l79j4vEUt2dKcXuWFMdnSHF7dhTnZ4ZKUZ6XtnYhhBBCCCGefS/sIEchhBBCCCGeBEmwhRBCCCGEKESSYAshhBBCCFGIJMEWQgghhBCiEEmCLYQQQgghRCGSBFsIIYQQQohCJAm2eCJatmzJjBkzMn8ePHgwX375ZebPI0eO5NVXXy3QOYpaUFAQ3t7enDhx4pGO//bbbxk7dmwhR5U/RqORjh07smvXriK5vhCieJK6Pjup6wW84Euli4IbOXIkq1evzvzZysqKihUr8t5779GsWbPM7StXrsTMzKwoQiwUr776Ks7Oznz//feFcr6bN2/y999/s23btkI5X0Gp1Wref/99Jk6cSPPmzTOX0RVCiJxIXf9opK4X98knLwqsdu3aHDhwgAMHDrB8+XIqV67M0KFDCQgIyNzHwcEBCwuLIozy2bJo0SKaNm2Kk5NTkcXQunVrYmJi2Lt3b5HFIIR4fkhdX3BS14v7JMEWBWZiYoKTkxNOTk54eHgwbNgw9Ho9V65cydznSbzy0+v1/Pzzz7Rs2ZJq1arRqVMnli5dmmUfb29vlixZwvDhw/H19aVp06bMnj07yz7R0dF8+OGH1KxZk4YNG/Ljjz8yYsSIzNeYI0eO5PDhw6xevRpvb2+8vb05evRo5vFhYWG8/fbb1KhRg1atWrFq1ao84zYajWzcuJHWrVtn2T548GBGjRrFtGnTaNCgAbVr12batGkYjUZ++eUXGjZsSP369Zk2bVqW41q2bMmPP/7I//73P2rXrk2DBg1YvHgxaWlpjBs3jjp16tCkSRMWL16c5TidTkfz5s1Zt25dvj5vIcSLTep6qevFo5MEWzyWtLQ0VqxYgU6no3Llyk/0WqNHj2bbtm2MHTuWTZs2MXToUCZPnsyKFSuy7Pfrr79Sp04d1q5dy9tvv83UqVM5fPhwZvkXX3zBlStXmDVrFgsWLCA0NJQdO3Zkln/55ZfUrl2bDh06ZLbe+Pr6ZpZPmTKFbt26sW7dOjp16sRXX33FrVu3co376tWrxMbGUr169WxlW7duxWAw8OeffzJy5EhmzZrFkCFDSEpKYsmSJYwYMYJZs2Zla4lYvHgx7u7u/P333wwePJhx48YxdOhQXF1dWblyJYMGDeLbb7/l+vXrWY6rXr16lgeIEELkh9T1UteLgpE+2KLAjh07llkJJScnY25uzpQpUyhTpswTu2ZgYCBr1qxh48aNeHh4AFC2bFlu3rzJ4sWL6d27d+a+HTt2pE+fPgAMHDiQxYsXc+jQIRo0aMDt27fZvXs38+fPp379+gCMHTuWQ4cOZR5vbW2NiYkJZmZmOb7mGzRoEB07dgTgo48+YtGiRRw9epTy5cvnGHtQUBAApUqVylbm6urK8OHDAShfvjzz5s0jNDSUOXPmZNl25MiRLP0e69aty2uvvQbAO++8w5w5c9BoNJnb3nrrLebMmcORI0eoWLFi5nHOzs5ERkaSlJQkr3WFEHmSul7qevHoJMEWBVa9enUmTpwIQEJCAps2bWLEiBGULl2aatWqPZFrnj9/HkVR6NWrV5btBoMBjUaTZZuPj0+Wn0uWLElERARA5rf8GjVqZJabmJhQtWpVEhMT8xXLg+fXaDQ4Ojpmnj8nKSkpQMZru7zOBVCiRAlKlCiRZZuTkxORkZG5HqdWq3FwcMDb2zvbtv8eZ2pqmhmTVLpCiLxIXS91vXh0kmCLAjMzM8PNzS3z5ypVqrBz504WLFjA5MmTn8g1FUUB4K+//sLc3DxLmUqlyvKziYlJtvL7x+d2TEHk5/wPcnBwACA2NhZ7e/ssZVpt1l9BlUqV7fyQ0bfvYcfltO2/x8XGxqLRaLCzs8s1XiGEAKnrpa4Xj0P6YItCodFoSE1NfWLnr1KlCgB3797Fzc0ty3/lypXL93nuv0I7ffp05jaDwcCFCxey7GdiYkJ6evrjBw5UqlQJlUqVrY9cUbh69SqVKlWSqZuEEI9E6vrcSV0vHiSfvCgwvV5PeHg44eHh3L59m19//ZXr169nGzldmNzc3HjppZcYPXo0a9aswd/fn8uXL7Ny5Up+++23fJ/H3d2dFi1aMGbMGI4dO8b169f5+uuvSUhIyNLS4erqyoULFwgICCAqKgq9Xv/Isdvb21O9enWOHTv2yOcoLEePHqV58+ZFHYYQ4jkgdX3BSF0vHiRdRESBnThxgsaNGwNgYWFBuXLl+Pbbb+nWrdsTve64ceP4448/mDVrFkFBQVhaWuLp6cnAgQMLdJ4JEybwv//9j7feegsLCwv69etHw4YNSUtLy9zn9ddf5+rVq3Tr1o2kpCQWLlz4WAN7+vfvz6xZsxg6dOgjn+NxBQYGcu7cuWxTQQkhRE6kri84qevFfSolrw5FQrwA0tPT6dChAy1btmTkyJFP5Bp6vZ6uXbsybNiwJ9r6k5dvvvkGRVEYM2ZMkVxfCCGKktT14mmSFmzxwjl+/DiRkZFUrlyZxMRE5s+fz507d+jRo8cTu6aJiQkTJ07k9u3bT+waeTEajTg7O2dOaSWEEMWd1PWiKEkLtnjhHDlyhAkTJhAQEIBWq8XT05NPP/2U2rVrF3VoQgghConU9aIoSYIthBBCCCFEIZJZRIQQQgghhChEkmALIYQQQghRiCTBFkIIIYQQohBJgi2EEEIIIUQhkgRbCCGEEEKIQiQJthBCCCGEEIVIEmwhhBBCCCEKkSTYQgghhBBCFCJJsIUQQgghhChEkmALIYQQQghRiCTBFkIIIYQQohBJgi2EEEIIIUQhkgRbCCGEEEKIQiQJthBCCCGEEIVIEmwhhBBCCCEKkSTYQgghhBBCFCJJsIUQQgghhChEkmALIYQQQghRiCTBFkIIIYQQohBJgi2EEEIIIUQhkgRbCCGEEEKIQiQJthBCCCGEEIVIEmwhhBBCCCEKkSTYQgghhBBCFCJJsIUQQgghhChEkmALIYQQQghRiCTBFkIIIYQQohBJgi1eOIMHD+bLL78s6jCyGDlyJK+++upD98sp9ilTptCwYUO8vb1ZtWrVE4pQCCFEfkmdLrRFHYAoXqKjo/n999/ZuXMnwcHBWFlZUaFCBXr37k3nzp3Raov+n9zPP/9c4DgqV67Mt99+S8+ePZ9QVPnz39jPnDnDb7/9xq+//kqNGjWwtramTZs2dO3alQ8++KAIIxVCvEieh7q/IEJCQmjWrBkLFy6kXr16T+w6UqcXX8/Xv3jxTLt79y4DBgxAo9Hw4YcfUrlyZbRaLadOnWLu3Ll4e3tTqVKlIosvLS0NnU6HnZ1dkcXwqHKL/fbt26jValq3bl00gQkhXnjPet3/LJI6vfhTKYqiFHUQonh45513OHfuHFu2bMHa2jpLmV6vR6/XY2FhgV6vZ/r06axdu5bo6GjKlSvHu+++S5cuXQAYNmwY0dHR/PHHH1nO8eabb2JnZ8fkyZMJDAxk4sSJnD59mvj4eMqVK8cbb7xB9+7dM/cfPHgwZcuWpWTJkqxcuRJFUTh48CCDBw+mXLlyjB8/HoCDBw8ya9Ysrly5Qnp6OpUqVeLzzz+nevXqALRs2ZI7d+5kieXKlSsAnD9/nqlTp3Lq1ClMTU2pXbs2X3zxBWXKlMn1c4qJieGbb75hz549WFhY0Lt3b0JCQggNDWX+/Pn5jn3kyJGsXr06y7nr1q3LsWPHsmzbuXMnrq6uef3VCSHEIyusuh/A29ubr7/+mtOnT7Njxw6sra0ZOHAgb7/9duY+BoOBWbNmsWbNGkJCQrC3t6dt27aMHj0agMTERKZNm8bWrVuJi4ujfPnyvPfee7Rt2xaAoKAgWrVqxQ8//MCqVas4deoUTk5OfPrpp3Tq1CkzjgeVKVOGXbt25Xj/UqeLHClCFILo6GjFx8dH+fXXXx+67/fff6/UrVtX2bRpk3Lz5k1l5syZire3t3Lo0CFFURRl//79io+PjxISEpJ5TGhoqFKpUiVl//79iqIoyuXLl5VFixYply5dUvz9/ZWFCxcqlSpVUg4fPpx5zKBBg5SaNWsqo0ePVq5du6Zcvnw5c/uoUaMy99u2bZuyceNG5caNG8rVq1eVUaNGKXXq1FGioqIURVGUyMhIpVKlSsr8+fOVsLAwJSwsTFEURbl27ZpSs2ZNZfr06cr169eVy5cvKx988IHStm1bJSUlJdf7f++995TWrVsrhw4dUq5evaoMGzZM8fX1VV555ZUCxR4XF6fMnz9fqVSpUmZc0dHRSosWLZTvv/8+c5vBYHjo34kQQjyKwqz7FUVRvLy8lAYNGijLli1T/P39lcWLFyteXl5Z9vn888+V+vXrK6tXr1b8/f2VU6dOKfPmzVMURVGMRqMyaNAgZdCgQcrx48eVgIAAZenSpUqVKlUyzxEYGKh4eXkpjRo1UtauXavcuHFDmTp1quLj46NcuHBBURRFuXDhguLl5aVs3bpVCQsLUyIjI3O9L6nTRU6ki4goFAEBARiNRipWrJjnfsnJySxatIgvvviCDh06AP+2fsycOZMGDRrQsGFDSpQowfr163nzzTcBWL9+PSVKlKBhw4ZARuvCgy0MgwcP5tChQ2zYsIH69etnbi9ZsiTffPMNanXu43nbtGmT5edx48axbds29u/fT9euXXFwcADA2toaJyenzP3mzJlD8+bN+fDDDzO3TZ48mTp16rB///4cX/H5+/uzY8cO/vjjDxo0aADAd999R6tWrbLt+7DYra2tM1uLHoxLo9FgYWGRZZsQQjwJhVn339exY0f69OkDwMCBA1m8eDGHDh2iQYMG+Pv7s2bNGqZPn0779u0BKFeuHDVr1gTg2LFjnD59mkOHDmXWj3379uX06dMsWrQoy3V69epF165dAfjkk084evQo8+bNY9KkSZn1vq2tbZ51qdTpIjeSYItCoeSzp5G/vz96vZ46depk2V6nTh1+++03ANRqNV27dmXt2rWZCfbatWvp0qVLZsWUnJzMr7/+yu7duwkPD0ev15OWlpZtMEqVKlXyTK4BAgMD+emnnzh9+jSRkZEoikJycjLBwcF5Hnfu3Dn8/f3x9fXNsj01NZXbt2/neMz169cBshyj0+moVq0aSUlJBY5dCCGKUmHW/ff5+Phk+blkyZJEREQAcOHCBQAaN26c43XOnTuHXq+nadOmWbbr9Xrc3NyybPtv3e3r68uRI0fydT/3SZ0uciMJtigUbm5uqNVqrl+/ntnP7XF0796dOXPmcOnSJSCjz/PUqVMzy3/44Qd27tzJyJEjqVChAubm5nz//fckJCRkOY+5uflDr/XOO+9gb2/P119/TenSpTExMWHAgAHo9fo8jzMajXTr1o0hQ4ZkKyuMgZT5iV0IIYpSYdf9ACYmJll+VqlU+U7kjUYj1tbWrFy58qHnfdqkTn+xyFcpUSjs7Oxo2rQpS5YsIT4+Plu5Xq8nKSkJNzc3dDodx48fz1J+/PhxPD09M3/29PSkSpUqrF27ljVr1lClSpUsryBPnDhBly5d6NixIz4+PpQtWzbXVuO8REdHc/36dd566y2aNGlCxYoVMTU1JTIyMst+JiYmpKenZ9lWtWpVrly5Qrly5XBzc8vyn62tbY7Xu38Pp06dytyWlpbGuXPnChx7bnKKVQghnoTCrvsfpkqVKgAcOHAgx/Jq1aoRFxdHampqtnrZxcUly76nT5/O8vOpU6fw8PAA/k3GjUZjnvFInS5yIwm2KDT/+9//0Gq19OzZk/Xr13P9+nX8/f1Zu3YtL730Ev7+/pibmzN48GB++uknNm/ezK1bt5g1axY7d+7knXfeyXK+7t27s2HDBjZu3EiPHj2ylJUvX56dO3dy9uxZrl+/zujRowkLCytwzLa2tjg4OLBixQpu3brFqVOn+PTTTzEzM8uyn6urK0ePHiU0NJSoqCggo+X7xo0bfPbZZ5w9e5bAwECOHDnCt99+S2BgYI7Xc3Nzo2XLlowdO5YjR45w/fp1vvrqKxITEwsce25cXV05efIkwcHBREVFPfQBIYQQj6Ow6/68uLm50aVLF8aMGcPatWsJCAjg7NmzLFiwAID69evTsGFDPvjgA3bs2EFgYCDnz59n0aJFLF++PMu5Vq5cyfr167l16xbTp0/n9OnTvPbaawDY29tjYWHBgQMHCA8PJzY2Ntd4pE4XOZEEWxQaFxcXVq9eTevWrfnll1/o0aMH/fr1Y8WKFbzxxhuZrRSffPIJvXv35rvvvqNLly6sW7eOSZMmZRl8AtC5c2diYmKIiYnJnDrpvvtT4b388su8+uqrlCpVinbt2hU4ZrVazfTp0wkICKBr166MHDmSV155JdtgkhEjRnDhwgVatWqVGaeHhwdLly4lKSmJN954g06dOjF69GhSU1OzTVX1oO+++w4fHx/eeecdBg0aRKlSpbINtHwcH3zwAfHx8bRv354GDRo8tC+5EEI8jsKu+x9mwoQJ9O3bl+nTp9OxY0fef/99goKCgIzuJDNnzqRNmzZ89913dOjQgbfffps9e/ZQtmzZLOcZNmwYy5cvzxzzM2nSpMwWcrVazf/+9z82b95Ms2bNsjXyPEjqdJETmQdbCCGEEC+M+/NgL1myhNq1axd1OKKYkhZsIYQQQgghCpEk2EIIIYQQQhQi6SIihBBCCCFEIXpq82BPmjSJPXv2cPfuXSwsLGjatCnDhw/H3t4eyJguZ8aMGZw/f56UlBTc3Nx49913C21eTSGEEEIIIZ6Gp9ZFRKPRMGnSJI4ePcratWsJCQnhiy++yCyPjY2lY8eObNiwgRMnTvDOO+8wbNgwzp49+7RCFEII8ZgmTZpEp06d8PPzo3HjxowaNYro6OjM8tOnTzNkyBAaNmyIn58fPXr0YNu2bUUYsRBCFL4i6yKye/duhg0bxsmTJ3Pdp2fPnnTp0iVzXkohhBDPtqlTp9K+fXs8PT2Ji4tj+PDh6HQ6Zs2aBcDevXuJjo6madOm2NnZsX37dj777DOWLFlC9erVizh6IYQoHEW2VPrhw4fx8fHJtTw0NJSbN2/muU9u4m6cQtGnPU54T5StrQWxsUlFHUahkft5Og5tDqZ6m6aPdKytrTmxscmFHFHRedbvR2OixtnbvqjDKBKffvpp5p8dHR0ZPHgww4YNy9zWrFmzLPu3a9eO2bNn888//xQowZZ6/ukqbvcDz+Y9bb5wmLJpHXCvVqLAxz7r9WJBPev387B6vkgS7E2bNrFixQoWL16cY3liYiIffPABLVq0KPAE9AA2FlpIf4ZXOkpPw9aqyL7bFD65n6ciLT4FG0uzh++YA8WgPPKxz6Jn/X5UWlVRh/DMeFKNKYo+DaM+9XHDe3LStc92fAVV3O4Hnsl7SkiMJSVVT3pawXMYxaA80nHPquf9fp56FrFx40a++eYbZs6cmbli0oPi4+MZMmQITk5OTJw48ZGuERub9Mz90jzI3t6S6OjCW0a1qMn9PB2G9HSiox+ttcXe3uKRj30WPev3o9GpsSprUdRhFLkn2Zhia2sB6c/eF+EH2dtbFnUIhaq43Q88e/dkZqrFXGWCvf2j1R+Petyz6lm+n4c1pDzV2mnFihVMmjSJWbNmUatWrWzl0dHRvPHGG7i7u/PDDz+g1T7blacQQoicPenGFGlIebqK2/3As3lPKakGklP1j9SA8Kw3PBTUs34/D2tIeWqziCxcuJDJkyczd+7cHJPr8PBwBg8ejLe3N5MnT5bkWgghnlMrVqxgzJgxzJo1i/r162crj46O5pVXXqF06dJMnz4dnU5XBFEKIcST89QS7PHjx5OQkMDLL7+Mr69v5n/BwcEALFu2jGvXrrF582Zq1aqVWf71118/rRCfiOCwCOr3eov6vd5iw+6DBTr2n/NXMo/95/yVJxShEEIUnhexMUXqeSHEfz21mu3Klbwrjvfff5/333//icYw9pc/2LTnMABarYbVM77HycEus/z72YtYs31f5s+rZkzApWTBR/KKF0OaXs/8vzex8/AJwiOjMSoKJextaehXnSF9u2JlmfHqKCU1jeWbdrJ1/1GCwyLQajRU9/ZgSL/ueFco99DrnLl8nYWrNnH24i2SV0zAytIK97Ie9OzQmwa1Gud6XHDoHX76YwoXr57D0sKSVo3b8Xrft1GrM75X3w29w5ARr9Cv6yAG9ny1UD4TIcaPH49Wq+Xll1/Osn3jxo24uLhkNqYEBQWxZcuWzPIuXbowduzYx76+1PPiSZn6x1KWb9oJgLOTI2tmfp9Z9vuydcxdsT7H42aN+5yalTxzPW98YhLjfpnH1duBRETHYDQuw9HOkRpVfHn5pdcpXapMrsdKPf/sev6bDh6RwZDOyi27eXdADwBi4uLZvPdwEUdV/KXp9ehMTIo6jEIxff5y/t66BwBX55KoVBB4N4zlm3YSFhnN98PfBeDzib9y7OxFACqUdSEmPoGDJ8/xz4Ur/PbtCLzK555k3w2P5MOx00hNS0OnNcG9bAXuhARy+sI/nLl4kpkT/sDDLeeKe9LM8dwOusmcyYs5ffEok2b8gKtzWdq36IyiKEz9bSJlnMvSr9ugwv1gxAvtWWhMuU/q+aJRnOr5+/afOJOZXOfFzsaKMqWcsmyzNDfP85jklBQOnTqHcwlHHEvYkpaoJjwqjB37t3L+ylkWTFuWmTD/l9Tzz64XNsHWajWs2b6P117qiJmpKX9v3UNqmh6tVoPBkJ5tf/87Ify+bB3/XLhMXEISDrbW1K9ZhSH9umdpHVm/8wB//L2BqJg4qnpVYFC39jlePyYunt+XrePgP2eJiInFxsqShr7VeHdADxztbQt0L3fDI/nht8XcDAwmJi4Bo9GIS8kStGlch1d7dszyCnb/iTMs3bCdyzcDSEvTU9LRnp7tmjOwa8aS9LHxCfyxcgMHTpwlLDIaczMdFd3K8s2Hr1PS0YF3v57EqYtX8a3sxcyxwwFYtWUvX0yanfHne61BG3Yf5Ntf5wPw3Wfv8Oe6bVy5GcDQQS/RrJ7vY8fbt2NLur0zksiYWHp3aMmwN/oDoCgKPd4dSUhEFN1aN+GLd7K2ohWm05euAeDm4syyn8YB0P/jr7kVdJfQiEgAbgXdzUyuX+nRgXcH9kSvN9Dno6+4GxbJzD9XM+3Lj3K9xqUbt0lNy5jrt0edzrz54TD2HtnFt9O/RlEUIiLDc02wr9++RoVyHpR0LEU934x+sNduX6U9sGnXOs5dOcMv435Ho3lhqwFRzEk9L/V8YQiLjObbX+dTtnRJLM3NuXzTP9d9G/pV4+v3Xy/Q+UvY27Fn8S9otVr+PrWb8qkv8ev6b7hw5RwhYXeJjY/F3jbn+Zalnn92vbCfeKsGtdm6/yib9hymc8tG/L11D2q1ipb1a7HtwLEs+wbcDeWNL74jISkZU50J5UqXJOBuGOt3HeTY2UssnDQaW2srjpw+z/iZCwCwtDAnPCqGUVNmZbt2bHwCb46aQFBIODoTLe5lShMcGs6G3Qc5dfEq83/4CmvL/E9NExMbz+FT53FysMOtjDPRsXH4B4cwZ/l6UlLTeH9wLwBWbt7N5Ll/AmCq01HOpRThUdGcuXSNgV3bEp+YxJujJhB4NwwA5xIO6HQmnL50lZi4BEo6OjzSZ/3N9DlYWVrgUqoEKpWq0OLt3qYpc1esZ+v+I7w/uBemOhPOX71JSEQUAF1aNso1prxe5933Ru8uvNW3a67lNSt5ciPgDv7BIfR6/8vMFmxX55J88lo/AIzGB+bwVKke/B8A/5y/jMFgyLUfaiUPd0x1OlLT0lh9fAMnR10g6G4gJloT2jbrQJ2a2QeQ3VfR3ZPbQTcJiwzl9MWjAHi6exEeGcZvS2bQp8sAKpb3yvMzEOJ5JvW81POPW88bjUa++WkuSckpTB/9MdPnL8/zfHuOnGTnoRNYmJnh7lqawd3b09CvWp7HqNVq1Go1389exJHz50lL2EZUfAQA7mUrYGdjl+uxUs8/u17YBLt/lzZs3X+UZRt3otVqiIqJo2mdmpQtXSrbvvP/3khCUjIajYY/vv8Sj3JlOHL6PB9/O53QiChWbN7Fm326smDVZgBsrCxZOn0sDrY2zFiyioWrN2c53+I12zIr3cVT/kc5F2fCo2Lo9f6X3AkNZ9XWPbzSs2O+78W1dElW/fodLg+8lvrf9Dls3X+UbQeO8f7gXqSkpjFjyd8AlHMpxcwxw3G0tyU93cg1/0DS0vSs2Lwrs9L96JU+9O/SBoDg0HAsLR59LsomdWoy9qO30GjUpKcbSUpJeax4bwQEAdCjbVMWrN5EXEISu4/8Q/um9dl56AQA5V1LU9XLI9eYSjraU8WzfI5l91u3SjrmvRLfJ6/3Q6PRsHzTToJCwjK3l3ctjbOTY+afvcqX4+qtABas2sT+46eJjU8kMiYWgDS9gZj4BErY2+V4jdJOjswe9zkjJ80gJCKKa7euAuBg54hnee9cXxsCDH/3S6bPncybnw3CwtySvl0H0rZZR76ePJISDk60adKBURM/49K189jbOvJKr9dp1qBVnvcsxPNE6vns9abU8//SajUPrefn/72Jkxeu8MlrffGp4Jbnvhq1GntbG3QmWvyDQzh18SqnLl7ly3dfoUur3MfL3HczMJiQu1GZP1f2qsY3n4xHpcp9vmWp559dL2yC7VPBDd/KXpy6eJXpC1YAGZXxiXOXs+176fptADzKlcGjXMZgg/o1q2JnY0VMXEJm+f0Kwa+KNw62NgC0aVQ3W8V75tJ1ICO56vPh6GzXO3vlRoHuxUSr4c8N2zn0zznCo2LQGwyZZRHRMQDcCgwmKSVjzthurZrgaG/LmUvXWLB0JbtPnENRwNoqY8J9czNT+nVunXkOl//0Jyuofp1ao9FkJIIajfqR471//P0+yyXs7TJbotbu2E+7JvXYdeQfADq3zLsy69a6Cd1aN8mxLL9zo67cvJuVW3bh7lqaH7/8CLVaxSfjf2L/iTOERUWz4IfRqNVqpo36kNlL13Lk9HnuhEbgUc6FCuVcOH72EgAmecyiEBkTx5if5xISEUUn37a889HnbN27kV/mTePHOZNwsHPMdaCjS6kyTBw17d49ZcwnumP/Vo6fPsK0MTOYPHsCtwNvMvrjcazevIIJv47FvZwHbmXcH3rvQjwPpJ7PXm9euHoTAIsXvJ6Hh9f1l2/4M3fFehrXrkHfTq1z3Q+gXZO69O7QAjsb68xj3x49kdQ0PQtWb85Xgv3btyNYfmIHJkF+LN09k4tXz/H9jHFMGDkl18YUqeefXS9sgg3Qv3MbTl28SmJScmZFnFPF+6ToTLR4upfNtt25RMFe0U2bt4y1O/YDGYPtbK0tCYuMJjwqBqNRyfGYTbsP8MMvv/FJpQh+6pGElVah/wFXTsVYkJKaSnJqKhZm2Zeivv9N+sGuD/GJeU8E72hn89jx5qZ3h5ZsO3CMUxevsnHPIcIio9FqNXRolnvXCYC1O/azbuf+HMvut2B3bZV75ZySmsYvi1diNCo0rlU9s8W6ce0a3Ai4w5WbAcTExWNnY42jvS2j3s3aR/Djb6cDYG9rja21Va5xrty8i1tBdwGo6+GHmakZHVt25Zd5GRXqibPH8pxJ5EHRsdHMXPgTPTr0xt21AhevnqNR7SbUrl6X1NQUjp0+zKnz/0jFK4qVF7mef5jcWkZfhHoeMur6js0a5lrPXw8IIt1o5PjZi7QYlDEw9/6YmNCIKFoMep9xH79F49o1KOfinOVYHw833F1Lc+VmAKERUdnOnRuNRoObc0U6te7GjAXTOXnuOKfO/0Ot6nXydbzU88+OFzrBbly7Oq7OJQkKCWNA1za57lepoju3gu5yI+AONwLuZL46jIlLyCwH8CjnmvlKKDo2Hntba3YcOp7tfNV9KrL36GnSjQrD3xqY+drJaDRy6uJVbKxyT7hycv5ei0Td6pX56etPSE838tn3PxMeFZO5T/myLliYmZKUksrq7fsIvhPImhZ38LQxcDVOh49tGk1LJXEqxgJFgU/GTmH2d18CEBIeibmZGbbWlpktNsFhERjS01GhYsfBE3kH+J9KvKDxrtt1gA7NG+Bga4PRaORGwJ3MB1Y1bw8qebhx6YY/U+f+BUAjv2qZceYmLDKaC9du5blP/ZpVcy1LSU3NHCR1+WZA5oPo8o3bQMarwvuj6K/cDKB0SUds7r0h2Lz3MEdOnwegXeN6medcsXkXKzfvBsgcNPngQy0wKmPO+Cs3LmVuMzPN/iUoN7/Mm4qVpRWv9nkrM16tNiNGk2I24l+I+17Uej63erOKVwUOnjxHUkoqyzbupG+njO4CL2o9X7tqpbzvC0hN02fbpigKySmppN+rS+euWE/nFo0ode+L09VbAdwOCgHIMg1kTvX8oZPncHKwy7xfvUHPiTP/jhFITs3/aoZSzz87XugEW61Ws3DSaNL0+szkJyev9uzIvmOnSUhK5vWR4ylTygn/4FAASpVwoHeHlgAM7t6eUxevEhufQO8PvsTRzpaQe7NJPGhQ97as3Lybu2GRvD5yPG4uzihkfCNOTknlq6Gv4unumu/78HQvy42AOxw7e5HeH3xJUnIqhvSsI+TNTHW8N/AlJs/9k6CQMDRaHZ+dKkNYipZaDsnMqBvMoPIxrAmywT9Rx5mrt+n2zgjMdDqCQsKYN/FLbK0tqVujEjsOHSc8KoaXPxuLUVEICA7Jd6yPEq//nRB6vPsFrs5OhEfFULOSJz+MGJq5b+8OLRn7y7zMV41dHvLaEOCtvl1zHdiSny4idjbW+FXx5uSFK5w4d4ke732BCjIH3rRsUAsL84zkd+v+o6zYvIsyzk4kJacQFhkNZLyKfjCGmLgE/P/zWbaoX4u/t+5BURTm71nCrusHCbwbCICJ1oRWjdo+9F4Bdh/cxf5je5j01fTMpLyyZ1XOXzlLZHQEB47tQ63W4FvFL1/nE+J58aLW87nVm707tGTTnsMEhYQxbd5S/tqwHVMTkxeunoeH1/WdWzSic4usgyjvz7Dy33mw/1q/nTnL11PK0R4LczP874SQbjSiUql4s0+XzP1yquePnrnAso07sbexxsRcS3zMWpJTM+IqVcIZv6r5a72Wev7Z8tRWcnxWWZibYWdjnedgsXIuzsydMIrWDetgYWaGf3Ao9jZWdGnZiDnffZH5ir+hXzVGvj0Y5xIOpOn12NpYMe7jIdnOZ2djxdwJo+jVvgWlSjgQGBJGVEwcZUuXYmDXtvhV8S7QPXz0Sh+a1/PD0sKc+MQkOjSrT8+2zbLt16tDC34YMRRrcx0mKoVbiSZYm6RT2zEZABsTI8saBzC4fDQalUJEdAxRsXFU96mInU3GPXZs3pD+Xdpgb2tNSEQUnm6ufPJ63ycab62q3mi1GgKCQ7G2tKDGfybsb92oDvb3+r2VsLelgW/eI7YLyw+fv8drL3XC3bU08QmJxCUm4VGuDO8N7MlXQ1/L3K+ShxtuZZwJi4giOjaesqVL8kqPDvw2fiSWFnnPj1qrqjc/jf6EBr5VMdeZExgcgJ21HY1qN2HaNzOp4FbxoXHGJ8Tx/S/f06lVN2pU/rdiHTl0NG6u5Xnt0/6cuXSKEe99iZtr7gOChHhevYj1fG71prWlBXMnfEGfjq1wKVlC6vlC8lbfrtSq6kO60Ujg3TAc7Gxo5FeNmWM+o03junke61vZC9/KXqCCiPAYDOl6yrq40b19L34aNxsL84cPPpV6/tmjUhTl0TpvPcNiLx/FqE8t6jByld9BdE/KB6O+oZ/5YTqXS8l1n6bb3Phh3Di8HzJqGor+fgCGfDWRs5evZ841/TiehfvJya6VAdTp1u6Rjr0/+KW4eNbvR6NTU6aqY1GHUaxJPf90PQv3U5j1PDwb9/Rf9+fB9qyVfaabh3nW68WCetbv52H1/AvdReRFVa9uXTZuu0zncndzLL8UoyXeoKVCudyXZ31W/DhvGVdvB3L28nXMTHX07tiyqEMSQghRiKSeF88jSbBfQF1bN+O3xcvZH6KjiXNalrLUdPjmbEn6deuY5/Rxz4o9x04RFhmFm4szH73aJ9f5pMWzz2g0cubiKULC7mJjbUPtGvUw1ZkWdVhCiCIm9bx4Hj37GZQodDZWlkz5+nPeGzuRnmXj6V0uFjtThWPhOmZdL0FZz+q83rdHUYeZLw8OMhHPr0Mn9jN1xg9oDBrKWboTnRbJuMSveaXPG/TrMSjPhRaEEA8XERVDYEgYFmameJUv91z9Tkk9L55HkmC/oOpUr8yyGVNYum4z7+w/REpaGh5lXXjrna60bFArz8FAT9uNgDscOXUOo9FINe+K1Kjk+Vw9HETeDp84wLhJX/Oe58dUta+R+XcbnBTET6snk5ScxBsD3y7iKIV4PgUEhzJt1hyOnbtMBTsVUcmgMrXkzQF96N6uRVGHJ0SxJQn2C6x0yRJ88uZgPnlzcFGHkqPImFi+nDCVKzdu0tYlGRO1wrJlFpjbOvL9qM/wcMv/FFfi2aQoCtNm/sC7nh9RzaFmljIXC1dGVv4fw1e/T49OvXGwK9jCHEK86AKCQ3j1k1G8WT6MXzolYGWioChwPELHZwvmEh4ZxVsDXirqMIUolp6dZkohHpCUksJbn42mZvoZjnUM4Ida4Yz3jWB/+wBed77KW8O/5m5YRFGHKR7T2UunIU1FNfuaOZbbmdpTx6kBm3etf6pxCVEcTJ4xh7fKhzG0UjxWJhkThqlUUNcpjRVN77BgxRqCQ8OLOEohiidJsMUzacPOA5RVhzOyajQ6zb/b1SoYUCGRXmWjmL9sddEFKApFaHgIrpZ59wd1NStHSEjBFrkQ4kUXFhnFPxeu8KpnQo7lpcyNvOSeyN+btj/lyIR4MUgXkWLibngka7fu4k7wHWxsbOnQsilVvTyKOqxHtnbTZj6vEPnf1XczveoRS6tt+xn5/pvSH/s5ZmttS1Ra3m8iovQRlLYr/ZQiEqJ4CAgOxctehYU296UuatknsuZ23kuJCyEejSTYzzlFUfh1/l8sXbeZbuWSaGibxN1wLZ/t3oWHhyc/fDX8oasFPosiomOpUNmQa3kZSyNphnSSU1OxMDN7ipGJwuRXrQ7hKWEEJvhT1ir7okZp6akcDNvLb80XFEF0Qjy/zM1Micp9LTEAotPUWFjnvny8EOLRSReR59ziVRvYt3MT+9oH8Z1fBAM8khhWNY6D7QMoGXeOkeMnF3WIj6SEnQ2343P//hecpEarUWOm0z3FqERhMzEx4bX+Q/j56mQiU7K2ZKemp/Lz1anUq9WQsi4PX1FUCPEvnwrupKhMORVpkmO5osDywBK0bt70KUcmxItBWrCfY3q9gblLV7GyyV0czYxZyrRqmFQrjAabrnL5xm18PNyLJshH1KVDe+ZtuEvT0sE5li+8YUOXlo2eqekExaN5qXMfklOSGLn8I/wc61DWzI0ofSSHwvfToE5jvvj466IOUYjnjkaj5vV+vfhs6SKWNb1DiQeeEYoCP12yJUXnQJPaNYsuSCGKMUmwn2PHz13EzSodT9ucu1KYqKFXuVi27D34TCTYhvR09h49ybrNW4iIjMLB3p6uHdrRvH6tbKtGdm3dlKWr1zHpfBIfV47B5F4erSiw8rYFf/k7sOQzmV6qOFCpVAzu/Rpd2/Vgy56NhITcpaxtOeY0XYRr6bJFHZ4Qz60+ndsSHhFJi/Wb6eOegJ9DElGpapYFliDRxJ6ZE/6HRiONFEI8CZJgP8fiE5IoaZae5z6lzPScj497ShHlLiExife/HIc+OpBX3SOo4GHgdryWBXOusmCZC79+9zW21laZ+1uYm/H7pHGM/G4yf20MoH2ZJHRqI7tCrVCb2/HbD8Mp4+xUhHckCputjR19uw4s6jCEKDZUKhXvvzaALm1b8PembSzz98fCwpLX3m5G07q+aDWah59ECPFIJMF+jpUtXYoL0RqMSsb0dTk5E2uFm2/RL8jyzZSfqZh+jUktwjNjrV1CT0/3QL46lcxXE6fx87ejsxzj5GjP3CnjuXLTnyOnzpNuNDLapyK1qvrIzCFCCJFPbmVK8+lbrxR1GEK8UCTBfo5VquiOla0Dm4NC6VQ2+3Dx4CQ1W4LM2NC6aAex3AkJ58ip85zoHJHti4BaBf+rEUGdjVe5FRhM+bIu2Y73ruCGdwUZ5CaEEEI8z1LTUtl1YDt7/zlAujGd2pVq0rFlF6ytbIo6tEInna+eYyqVipEfvsuIU6VYF2BG+gPjHM9GmdB3XxneGvASjna2TyyGwyfP8eqHo2jU82Ua9XyZD74ax+GT57Lsc+Cf07RxTcU8l/lYTTXQwTWZ/cdPP7E4hRBCCFF0Ll+/SJc3OzJ+7TzW6gyst1Dx44GNdHmzI/uP7inq8AqdtGA/5/yqeDN97JdMnvEb486F42NvJCRZTYxBx5DB/ejVsXW+z2U0GknTGzDVmeSrC8aMhX+xfuMmPvSOYEq7jBb0LXfCGTvxKt06d+adwX0BSNMbsNTk3VfcSmMgTa/Pd6zi0aSmpaLVaNFI30shhBBPSWR0BEP/9y5BTZuQ4umZuT25ShVMQkL46sfRzB43G5+KlYswysIlCXYx4FfFmz9/ncLVWwEEh4ZjY2VJjUpe+R4dfuWmP/OXrmTboZMYFQV7K3Ne6tSGwT27YGOV8yIEB/85y4ZNm9jQMijL9E8DPZJoVyaIzhs2UL1KJRr6Vce7fDnWrLREUSJyXZnxUKQ170o3kCciJTWFOYuXsGTFEsKjwwBo4NuYgX1eoUZl3yKOTgjxojMajRw+dZ61m7YQGhaGg709ndq1pXl9PxmIWUys3LSCuPLlsyTX9+mdnYmoVYs5K+Yy+YspRRDdk/HUuohMmjSJTp064efnR+PGjRk1ahTR0dFZ9rl48SL9+vWjRo0aNG/enIULFz6t8IoFr/LlaF6/Fn5VffKdXB88cYY3h4+mRvxu/ul6h9t97rC00W3Cj67k5Q9HEBWT8wwkf/69mo+8wrMk1/eVMDPygXcEf/29BoA61SujN7FmU1DOKy7uDDYlKt2Chn7V83ejIovY+FhCw0NI06dlK0tOSeaDkUPYs2Yf77l/wsKmK/m90WI84334YswwNu/akPM542IIDQ9BL28VhBBPUEpqGu9/OY5p0ybRJHUPX5Q7QwfVfhb8Pp2XPxxJbHxCUYcoCsGm/VuIruSTa3li5UocPrYPozF7TvG8emoJtkajYdKkSRw9epS1a9cSEhLCF198kVmekJDAm2++SePGjTl27Bg//vgjv/zyC1u2bHlaIb5wklJSGDlhGvMa3OVdn3jsTTP6SHvbGpheN5xWdneY+MtvOR77z8XrtHXNfR3eDq4pnLhwHcjoKz5+5CeMPO3Mb1esiEvLaMZO0Kv446olH50ozXcjP5H5WAvo2OkjDB3+Jj1e7cAbHwyi08BWTJnxPVExUZn7zFk8E9skez71+YKKNl6oVCrMtOa0KdOBL6uOZerMiYRFhmbuf+DYPoZ88go9X+vE6x8MpPOg1vz0+xTiEop+qkchRPEz4efZ2MZcYGurAF72TKRByTT6VkhmffNA6uhuPLerEYusUlKSMFpY5FqumJmBouTYUPS8empdRD799NPMPzs6OjJ48GCGDRuWuW3btm2o1Wree+891Go1NWvWpHfv3vz555+0b9/+aYX5Qtm06yB1nFKp45TzP+iPKkVTf+MZIqJjKGFvl6VMUSDvXtoKCv8OaqzmXZG5k79l9sI/mbLhHHZmamJSjDSsWZnffxjwSAvhaCKvsDwg55UeH4eZqZaU1JwX7ylK9nhk/nnjjrXMmPMTA9xe5ZMGI9GqTYhICWfjhTW89clgfpu6AEsLKzZuX8vY6pNy7FNfxrIsDUo2Zt2W1bw58B1WrPuLxX/NZ4Dbq3zeoC5atZbQ5LusPfk3bx9/lVlT5mFr/eQGzBaWOyFBxCfEUbKEMw52DkUdjhAiFxHRMWw/cIwjncLQ/qd9RaWC0dUjqbvxBtduB+LpLotOPc/KlC7L7ZAQ0m1zfoZow8OxsLbBVGf6lCN7coqsD/bhw4fx8fn3dcHly5epXLlylqWvq1atyooVK4oivBfCuQvnaekUk2u5rU6hhhNcun6bJnVqZimrVdmDbXfC6VshOcdjtwWZUatyxSzbPN3LMvnrEcQnJhEdG4+djVWufbzzY+35BOySGmJvX/qRz5ETc5UJyanPYNeIe9OZR8VE8ePsyXxT/XvKWP47x3kJMyde8XiLpbcWMn3WZF7u9zo2pnaUNC+V6ylr2tZi77md3A0L5vdFMxlfczJOD+xfyrw0QzzfZ96N2cya9xMjPhyd67mK2v5je5m7YBZhEaHYmdkTlhiKX9XavPfGR7iXLV/U4Qkh/uPgP2dp6mLAVpfzDFMmaujqGs+eI/9Igv2cG9CxL9eW/ExAxYrw3371ikKJkyfp1aF3sVrjokgS7E2bNrFixQoWL16cuS0hIQFra+ss+9nY2JCQUPD+V7a2FpD+bI/ftLd/9MSysJiZm2KIyXsfg6LC1sYiW7xDXunHV2Nu0qZMIA6mWftMRaWq+flaScZ/0y/H+7S3t6Sc6+Ovwqgz0VLHszIONe0e+1zPkxUbFlG3ZIMsyfWDOrv25JMTb/PKgJcxKnnP3mJQDOhMtWzZtZamzi2yJNcP6ubaixH7P+Kr4V9iZWGV4z5Pm739v68bV238m6k/T+XV8kPwrVALtUpDsiGJXXe3897nr7NgxiK8Kng9tdhU2uLzkBDiSUlL02OtzbuOstYaSE4rPt0GXlTNG7Zi9Y61GDZvIbRJ48yWbHVyMg5Hj+Ean8Kg7oOLOMrC9dSz0I0bN/LNN98wc+ZMqlSpkrndysqKyMjILPvGxcVhZVXwh3lsbBJGfepjx/qk2NtbEh2dWNRh4Fu9BitPHuA1r6Qcy0OS1FyIhAqurtnirenjQ7u27eiydQsfeofT/l5/7C1BZky/4kSHdu2p4e39RO8zTW8gMTENVXTO8T8qe3sLogv5nIXp9OmzVLaqlmu5lYkVZW3ciIqJJ01Jwz/hFm5WObfgHos+TO329Thy9CBNrVvlek4HU0dKWDhx/uJVvD1yH6jytDz4dxSfEMd308bzTfWJWb50mGst6FS2G2YaM0Z/O5pZU+Y9tfg0OjVWZXPvbyjEo/jn/GWWrFjFwdOXSDcqVPNwpW/PbrRrUv+5bPnzdC/LgnCzPFcjPhxlR5/yMsPU806r0TLtqx/5ddHPrF22HOwdQKPBGBZK0/ot+PzzH7F8RhpvCstTTbBXrFjBpEmTmDVrFrVq1cpS5uPjw+bNmzEajZndRC5cuJClG4koXK0a1GHabAvW+JvT3S1rV49UAww96kRV74qcvnSVejWrYqLN+s/lg9cG4lutCsvXrmP0hmtARteRUZ/1oFHtGk/tPl40Op2OlPS8v0CmGFIwNzWnV9d+LN7yB8MrjUan0WXZ53z0Wc5Hn+br1uP459RxUlNyH7SqKAophmR0JiaFcg+FafPuDdRwrJVri34z55asOr6M24G3pKuIeG79uWYT85b8xQfekUzplISpGnbfDefH34I4fOwE3wx7/7lLsmtU8sTMyo71AaF0c8te/xwJ03EzUUeLBrVyOFo8b3QmOj55fRjvDniPS9cvYjQaqVje67kY2/Montq0DQsXLmTy5MnMnTs3W3IN0LZtW9LT05k5cyZpaWmcPXuWFStW0L9//6cV4gvHxETL9HFfMuaCC8P/Kck/ESYEJmj430lraqwpTVQKlEq4yG+/TqHdwCGs2rIz2zka167Jol8mcnTtIo6uXcSMCd9Icv2ENWrQlCPRB3Itv5MYSExaNN4elRj40is4e5bmm/Mj2B+ym/DkUG7F32TRzT/45eoUvvtqMjZWNjRq0JTDeZzzRvw10KooV8b9CdzR47l16wZeFt65lmvVJnjYeXI76NZTjEqIwnPp+i1+X7yUNS3u8IpnIg6mCpYmCp3LpbCuRRDXzh5l7fZ9RR1mgalUKsZ8/jFfnS3N71esiNdnfEFINsDSG+a8daQ044Z/lK1xRzzfzMzM8a1ai1rV6xTb5BqeYgv2+PHj0Wq1vPzyy1m2b9y4ERcXF6ysrJgzZw5jxoxh9uzZ2NvbM3ToUDp06PC0Qnwh+VRwY8XsaazcuI3Pdu4hLCYejTGNP5tH4Ffi34F+56O1DJk/nzS9nn5dnsysLoqicPzsRS5eu0V4VDSmOh0OdrbUq1lFBrg8oFn9lsz4P3tnGRjVtYXRNZrJxN0hRgjB3d3dXYu1BYq0UNxdiheoQaFQwd3d3d1D3D0Zn/cjj8A0kwAlJLTM+gVXztl3kpz57j5bflnK8YjD1HEz7NSp0CpY8+xHOrbqguT/3uapo2dz494F1m74jc33/0AmlVGrRj1+bf4Hrs6ZCaKN6zTjl/WrOB99hirO1Q3GTNeksfbZT3Ro1YnDpw4QGx+Dva0DtarUxUL+EeQSyMxJ1eQeipSmSUNmZrwOuwkTHzt/bt9NX79EPC2yxyvLxXq+LRbNrC3baNOodgFY934UL+LL6gXTWfHrer7bfRdHuZC4dC2lA/1YNqMHpYtlb0xiwsS/AYFerzeevvsvJun+BVMM9j9ArdbQsNsANlR/QQm77GXqniSLaHXMi4O//4Bc9kqs5MXz3H74hPGzF6LNSEL5/4SW+m4KtAg5EmWFr3chZo8diZODXdY9u09cobxtGyyD8jZu62OPwQZ4HvKMYeO/wNfcn5oO9bCWWvMk5REHI/dQukxZxn891aAd+ts808On9xkxYTBB1iWo4VAHC4klD5LucTBqL27u7jx98ZgiNkVxM3MnWhXFvYQ79OzwGT07fZbvW9OvP8+NO9eYNnsiC8ouN2pHVEYkk25+y461+5HJzPPFPpFUiEcJh3yZ61PlU1rnW/b+gl/KP6KojfHyoTo9+G/25NTmXwzW5rwkP763klJSiU1Iws7aCntb6w86F3yc38Vbrh3DR9meIuVzrv6UE/+G76534WN/njet86Z9FxNZnLh4DX9rtVFxDeBnraW8k5pDpy/SukGtPJv3yYswBo2bzqjASBbfsWZEiRS6+6VnJb2odQksvZdMv5ET+OP7BVjI80ckfcx4e/nw+6ot7Du6m0PH9pCemE4hz8KM6z2FciUr5Cp4NVoNZy6e5O6D2whFQiqVrUqZ4uUI8A3kjx+3sefQDvae3IFSqcS7sA91i9Xn9MmTTCs1D1f5q5KIMYpoFu6ZjU6vo0+X/vnx2EYpFVQGeycH/gpeT+fCPQyeXaHJ4MfHy+nQonO+iWsTJj4EubnC9PrMzgOCN3QnyE/Uag3BYREIBAIKebi+VZiHjZUlNlb/rUQ3E58uJoFtIouImFgCrYzXtX5JMctUImPicr3mXfnxtz/4wj+WZykSWhXKoKe/4RurRAjfFE/k3jlzth08Ro82zfJ0/n8rFnJLOrToQocWXd76nlv3bzB+5rc4SBwoaVkWjV7NzAOTkdtYMHfSQtxcPOjatidd22aWS1IoMmjduwlTSs42ENcATjJnRgaOY8yW4XRo2RlLCytjU35wBAIBcycv4usJg5l8ewx1HOpjZ2bP87SnHI06SNVK1enb7fMCsc2EibygQumS7A8LJ9A2yej5YxFmBHi5YC4r+CYdKpWaH//YwubdB7CSaNHrIV0rpmPLJvTv2s4UT23ik8HUm9pEFrZWloQrcl+gwxXmeephSFcoOH7hOt39Utn0zJw+RXLeruvrG8fOvQfybO5Pjechzxg1eRh9vAYyucRs2nl3opNPd+aXXU4Vs+oMHj2A1LQUg3tOXzqJr7U/bnIPo2M6yJwoYV+ao2cO58cj5Ii9rT2/LFnPgC++4KndI45rD6PyU7Jg+lLGjZhiEC5jwsS/jS5tWrDmiS3Bqdl/j1PVAubdc6Zb+3YFYJkhao2GoZNm8vjMdrbUesHpxsGcaRLMnzWCuXtyG19PnoNGm3vdaxMm/iuYXiVNZFG3SnnmLBcTkS7ETa7Ldj5eKeBwmJRhNSrl2ZzJKWlYmgmxFOtJUgspbJnz4utjpSEmMTnP5v7U+G3jGpq4taCcYwWD4wKBgGaerXmc9ojdh3fSpXX3rHNxCbG4SnPvlOkicSMuIfaD2PwuiEQialauQ83KdQraFBMm8pSivoUZ9FkP2vz6G18GJNDSKw0zkZ5j4TKWP3KibMVqtKxfo6DNZMehk2ijH/JLzQiD1udFbTSsqRZO+xNC9hw7k6chhiZMfKyYBPYnRnqGgt1HT3Puwnm0Wi3Fg4Jo37Qhjva2WFrI6d62Kf2P7Oa36uEGHRqTVAL6n3OnXZO6ONjmXVkdaysLUpU6UjUCrCV6QtJEFMpBZD9PFeNokxmGoNXquP/4CUcejiWDZNzdfWnRtAtFfHIu1/Ypo9VqOXrmEIsrrcrxmnrOjdh88HcDgW1v60CUKjLXsaPVkQTZBuWZrSZMmMhOpxaNCPT3ZcPm7Sw9fButTkcJ/0IMGdKGulXKfxQ1sDft2Mn4gFgDcf0SiRCGFIlh6fadJoFt4pPAJLA/IW7ef8ywSbMob59BW/d4pFI4duEWrTfvZMyQAbSsX4svenRGpdJQffdBmnkp8LdI43m6nF0h5rRsUIsRA/rkqU1ymYzalUrzx9MEOvqk8+sjCyaVNe6lXvPUnlZNGxOfmMyQ8dNQJ4bTyycBV3Mtt8POMWr8HqpXacw3Q6ZmNSsykUmGMgO9Xo+N1DbHa5xkTiSlJhocq1mpNvOXzyIyPSJbDDZAvDKOW/HXmVp9Vh5bbMKEib9TKtCfUhNGFrQZOfIoNIZKFXNua17JWcXjS9H5aJEJEwWHSWB/IsTGJ/LVhBl8Vy6chh6vSls19VLQ319Mp5U/4e7iTPkSgQzv35Me7Vqy++hpQmJjcLZ3YEvd6rg6/bOyYyqVmoOnL7DnwEGSkpNxdXamTfOm1KhQGqFQyMAeXeg78jaji0Ux/6Y1flYaur5WRUSjg+X3bbiT7sCERnUYMmE61cyeMKFhPC+dNo08lQwMSKLHmb2s/dOFz7oNed+P7D+FXCZHKpESnRGFs7nx8k8hqS9wdnA1OCaTmdO360AWbpnFN8XG42L+6nycIobv7s+mW7teWFl++JJaJkyYKDgUShVHz10mPjEJJ3s7qpUvlS1h0VwqJkklwFxsvORJskqITGrKhzDxaWAS2J8Im/YcpKlHqoG4fkmAjYZRxWL59c+NlJ8xCQBHe1v6dGjx3vPGJiTyxejJ2Glj6Vk4Fg9nLY+SJCxfdo/fPfxYPHUc/t5eLJ8xkaETZ5CuzWDxHUu+v2dJA3cFSq2APSHmuLq58ct3k3j8Ioy4yDDGN3klrl9iKdGzpEI4zXeup2v7/qbGIq8hFApp3qAV+2/sopdf9pJ6er2eA1F7aNujQ7Zzndt0R6/XM+GPkQTaFcNV6kG0KpK7Cbfo1q53gZboM2HCxIfnjx37WLV+IwE2GgrJVexOkTI1TcKwAb1o3bBO1nV1K5dlS3A8g4sZ34XcHGxJ3aoV88lqEyYKFpPAfgv0ej3nr91m4/ad3H8ajFQipmaVSnRp3QxPV+eCNu+tOHLiFHOLJeZ4vq13BuO33ket1iCR5N2vxcipc2loHczoEglZgriCo5qOPi8YclHJ3O9/ZPLXQ0hKScVMoGVvs2jc5Toux0q5EitBKICJZZOYfluGTqfjyKlztPdKzPJu/53Cllr8bXRcu32FquWrG7/oE6V7h970PdUDh1AnGrs3QyzM7PSYrknnz+fr0FlpaVCzcbb7BAIBXdv1pHXT9pw4d5TY+BjK2JZhZtV5BVaaz4QJE/nDb1t2sXnLX2ypGUGR1xrd3IqX0P/nX9Dr9LRpXBeAnh3bMmDUVWq5ZFDSXm0wzrU4CWue2LJmcKt8td+EiYLCJLDfgF6vZ/ayHzl77jRf+McxqYqCdLWAbQ8j6Dr4GLPGjKBmxTIFbeYbyVCqsJNmrwzyErlYj0QkQKVW55nAvvXgCZERoYxqkpDN2ywWwqyy0VTfe4Gh/Xqx9s9NjC0eg4dFpo0VnVRUdHoVy3cnOYWNuw+QkZGGvdR4I5yXyHRpJCUn5skz/JdwtHdi1fzVzPhuEnsubaeEfWk0ejW34m5QpWw1lgxbiVQizfF+ubmcpvXef1fDhAkTBYNao+HEhWs8ev4CqURC7Upl8ff2yvH61LR0Vq3fxP4G4dmSz0vaq1ldNZxuP6+jWd0aSKUSivoWZtKIIXRZuJymnhk0dk1CD+yLsOFgmDkzRg/Hr7DnB37KT5vg0OecungcpVKBt5cvtSrXRSKRFLRZnyQmgf0Gtuw/yq3Lp9hfPxQryau4shL28TR1T6HP7EVs+WkRzg72BWjlm/Et5MHl2GD8rI03krmTIMZKLkNunjdhFc9DI5i2aAUJaSr8NrkhE+mxFOv4IjCV7v7pmIvB3kxPNTctJy9e4+qD5/zeLucmN+28khlx5hztWjbj4kNr+mC8fapaB3cSROiP76BJ3eZ58iwAGYoMdh3cyu696wmNicHK3Jz6tZrRsU1v3Jzd82yeD427qwcr5v/C85Cn3Hl4G7FIxJiSE3F2ePe2vCZMmPj3cO7qLSbMW0whcyXV7JNI0ooZsHETxYr4M3vcN0b7Gxw6c5GqLuocKzsVt9Pgb63m5KXrNKieGfrRoEYlygQtZcu+I/x8/RoCAZSrVo4dTevnaQUqE4akpafyzewRXLp5mTR/f1RmUmzPHMBs5SymDJtGjUqmyi35jUlg54Jer2f9pq3MKhFlIK5fUsFRTXOvNLbsPcyXPTvlm106nQ6lSo3MTPrWpZk6tGrBsmWPaFXoBeZ/+6nr9bDsgQPtmzdCr9ejUKqMjq3X61Gq1EjEYkSinKt0nL92m2+mzaWndwLdmqZjb6bjaqyU5XctWXHPim3Bcv6qF4elRI9cpCNDoUIsBLNccl8sxHpUag0t69di+ZrfeZIsws86+6K/+ZkcH0s1t+5dIzY+Bkd7p7f6fHIjJTWZYWN74aELZnZgDCWqqonKEPL7k3X0H7aT+VN/IiigxHvPk594e/ni7eVb0GaY+A8yf/58jh8/TkREBHK5nFq1ajFq1Cjs7Oyyrrl79y7Tpk3j3r172NnZ0bdvX3r16lWAVv+3ufXgMaNnzmdlpQhquL7aGZxYKp5pN9MYNHYqa5fMQfy3hkyRMXEEWKTmOnaAlYLouHiDY472tnzevT10b58n9oviHuTJONlQmSNKyb17cX5jlmwN79iQU6fT8dXUr7gl1hH9WR/4f/JpMiAJD2f8ovEsHr+YsiXK57m9JnLGJLBzISY+gfjEZKo551x2qJVHEnMuXswXgf3gaTC//rmZg2evokePrYWMdk0b0rN9yzd2V6xZsQx7i5Wh1xkt00tHEWibGWYRni5k4V0H7qtc0L0IpXKbXmh1OqzMzWjbpD69O7RCKpGwfttuNu8+QFxKOiCgXqVS9O7cgZJF/QzmSU1LZ9SM+fxSLZKqr31utd2U1HBRMuScHU+SRUy7Zs3sCkmcj5bQtZg/dlYWXI+TUMbBMG7vJaejZQT6+WBjZUm5UsXpcETFgsqJ1HVTIhRAukbAH0/kLL1jyR9141j4QM7VW5dpVLvp+33owOKVUykvfcSccjFZoS5WEi2TSsdR2SGNMdMHsXn1EdM2nAkTZDb8mT9/PkWKFCE5OZlRo0YxduxYVq3KrMGemppK//796datG2vXruXevXsMHDgQZ2dnmjRpUsDW/zdZ+et6xgTFGIhrAKkIppeJo+VxOcfPX83yQr/Ezsaauwo5mVLNOKEZZpSw/rC5GDciQ9FZ5d7w6p9giZrUtI+rs6R5YmHcvC0MjiWlJLH3yE7uBT/CQianYbX6lC1RIcsJdun6eZ7ERRLdpRP8rUSt2t2dqJo1WLxuKWvnrc06Hp8Yz54jO3kU8gRruRUNazSkVLEyH0U99f8KJoGdC1pdZlxybr9vUmFmE48PzZkrNxkzawGDA+KZ3SoVOzM9D5PErLy8hZ4nTrNm0axct9+EQiGzxoxg9cZtdN2+B2uxBjORgJAUPZVKBxETdpf2yceY3TwNB5mOJ8kifryxja5HTyE3N6OoJJJfK8dRwk5DilrApmeJDBl3h4kjhtCxZd2seXYdOUklhwwDcf0SkRDGl0mm8X4nQlLFBNhqcHJ2oZi/D51bNWPh4T/5tXpEtgTGZJWAnx7bM3lsSwCKFPbCIfo8c29Y8+1FIS7mWoJTxVRyUrKxfhxFbTRIhPo8+bmERYZw6uIJzjePNfp70NhTwY9PMzh+7ggNa/33xEFyajJp6anY2dibqrKYeCu+/vrrrH87ODjQs2dPvvnmm6xjBw8eRCgUMmjQIIRCIWXKlKFjx478/vvvJoH9AUhISubavcesbmncUysQQK/CsezefyCbwG5UozJLf15HvFJo0HjsJSGpIq7GiJhTudwHsf0l4c890biWzfNxZSkSFArjTp2CQmINlkGvHGY7Dm5l4c8LUPr6kuTqgighnr2LJ+BuZcfyyctxsHNk6+EdxBQvlk1cvySjSBGenTxFVEwkLk6u/L5jPas2rEDp70+ysxPiuDh2zfsWH2d3lkxYgo21bT497X8bk8DOBSd7WxBJuJMgprid8cS6o5EWlCz+YbvYpSsUjJm9kNVVI6j0WuJfgI2GRRVjmHFTy5ylPzB/0re5jiMSCRnQtT19OrbmSXAoGq0WD2cn2g0czsrKEdR6zbvhZ61lbvlYWhyEQDMN8ysmvua91dM3IJVKjgo6fbecBrUqAJl/2FeuXaOFR87eDk8LLYUtNSg0Ar6768i6RcMA6N62GafOX2TAOT2jgmIJtNWg18PZaCnTbrlQs2ZtKpYqBkCJwAB+P2PFgSYhPE0RkawW4i7X4mKe+QWg1MLZSDHd3iNs48GT+/yyfhUXrp+lpG0GtlLjdV0BmrrEcuPmuf+UwL566xJrNvzMnUe3sJBaoNBk0KBmY/p2/xwnh39H5RwTHwfnzp0jMDAw6//3798nKCjIoBlUiRIl2LRp0zuNa2MjB+3H/RVmZ2fx5os+MHHJCTjIRTnWpgYoZKklKSw5m712dhb0bNeUvsf2sLpqGPZmr8aIyhDS/4I7X/bsiIf7P+uR8FZE3UOGM1X8vT/cHB8ZcjtzAI6ePsrC35YR0rkT2tdCrFIqViDpwgUGTf6SvWt2kJAaj6awR84DikSIbWzQ6jM4dekwP2z7ldBuXdFav+pfkFypEqmnTjNs5lC2/7Dpo/Fk29nJC9qEHBGIc/+MPu7VqYARi0R0bNGEuSe2sKZaBH8POw5LE7H+mRW/Dmv2Qe3Yd/wc5R1UBuIaMr0H8UohXQon0fLoLWLiEnBysMt2f7pCQXBoBEKhEN9CHkjEYgL9vAHYe+wMAdZKA3H9kiSVgCfJYtbUzF5zGqCEvYZ67ko27j5Ep2bZy7vlhADQCYV8+2XfrAx2M6mUVXOn8Mtf2+i6+wAivQaVRo+9nQ09urejXeO6WX/wdaqUY+73Mo5GmFHfXQkYeqp/eWSDr3cAhT2939qm17lw9QJDxw6hnWdnygZU4Frc4jc+D/qcv7z+bRw6uZ9F38+ja+FeDK06ColQQrwyjn0Pd9F/RE9+WPArrs55v11r4r/H3r172bRpE+vXr886lpqaipWVYUiBtbU1qam5x/r+naSkdHTq7HX9Pxbs7CxISEgraDMQCyTEpmlJUQuM5hIBPE4W42jvYNTez3t0IT1DSY19R2nsqaCwLJ3H6ZYcCZPSs10LurVp8UGfU5SSgVojRynP+zXWzk5OQoLxhPmCRPl/m2b/uJCI2rUMxDUAAgEJlSsTsWUbuw7ux9nWGUlCAkofH+MDajRoEhORiCyY9+MiwuvVNRDXL8eMrVmDZ3/8yaETx6lYuvIHeLJ3I6efT0R0OFv2beLG47uYSaQ0qlKPRrWaIJOZ56t9IqkQS6+cXwBMAvsN9O3UhsE3btLzjIARgbFUcFSh1MGuF+bMu+vE5z264OuVy5tjHnDrzm3qOSVk/f9UpJTvblnxLEWMq1xLaJoYC4ma/SfP07Ptq5jjtPQMlq1ez64jp3CzFKDS6knViunapjl9O7VFJBJy8+496jkmGJuWB0kS/K01OJnnXN6vgXMS+6/fyBLY5cqUZe/eq7TzNr4dGZYm4nmqGK1QQt2qFQzOmUmlDOrZmYHdOhAdG49IJMLZwS7bm7RELGbehFF8NWEGXwQk0c03BUeZjucpIn5+ZMv+GBe+nz8v9w81BzRaDd9OHsnggBGUsi9LkiqRNY8gUSXI0Yu9L8qRJvWq/qP5PjZSUpOZt2wmE0vOoJCld9ZxezMHuvv2wTxYznffz2H+1CUFZ6SJfwV79uxhypQprFy5kuLFi2cdt7S0JC4uzuDa5ORkLC1zzyMx8c+wsbKkWpni/Pk0gQFFs7/EaHTw63NHhg0z7iQRCoV88/lnDB3QnT93HiEuPoEgR0e+qVMV2w8ce/0pEx4ZRmRMJErvHPKIBAKiixVlx7Fd9G7dk1MLRpNaujSIslcLkN+7R7GAEiQkxZOiVqHyyEGzCATEBBZl17E9H4XANsafu35nxfrvSSsWSEohDwQaDdf2/8Hy9cv5fuoKivgULWgTszAJ7DcglUr4fuYk/tx1gOE7dhMen4xeD5WL+zN5dAeqly/1wW0QiURodJkic1+IjLGXbZhRPokmngrEQsjQwNbncmau+52SRf2wt7Xh4bNglv3yG6VlERxqGI+HRaaX916imEmHt/Do6TPmjP06c2y98W0OoUCP5g1OA5UORMJXf9AtG9Ri5bo/uBAtpfLf4rB1eph53QoPCx3FKlQhNj6RG/ceYWNlScmifllbxmKRCJmZGfeePOfpizBKFvXD0sLwLbFc8aL069GTm1desHT3CfTokUklNG/Qlp/G98PBzvGdPuOXnLl4EjuxA6XsM+P9bKS2lHOowNwb6cyqkD0O+2CYGY9TZdSt1uAfzVfQJKcmc//RHfR6PcUCSrDv6C5KO5QzENev08yjJV9dGpAVy2fChDE2bdrE/PnzWbVqFeXLG1YuCAwMZN++feh0uqy/+Tt37hiEkZjIW778rAf9Rt7HWaahVSFF1jqWrBIw9pozDu6+VCuX+3eZs4MdPdu8f9K4ibcjJS0FkYVljnHVADoLC5IiXlA6qCxlfIuhOnCQiHp10cv+ny+j1yN7+hSXcxcYMeMHUtNSwNKS3BLLtBYWJMbnHOZZkJy+eJIVm34mtGsXAw98aNGimD94wKBJX7J15XasLK1zGSX/MAnst0AqldCrfQt6tmuOQqlCLBYhEeffR1elQnl+/+Us3f3TGH3JhnW14w2qbZiLobt/OrZm0Xw1fhoCQWZ8tjBNw5kEIXttZPQvmoZAAMVsNfxWPYzmR0WcvHSdKuXL8v3Zowwulprtb66EnZqQVBHPU0R4WxlPGNwVYU+LXtWy/m9lIWfu+G/4bPp8evsk0M3v/2X64iQsu2vJ42QpclsnHjx+yhcjxxJgBxHpAjIw58ve3ahdpTxzl//I8QvXKOmU6V25Hy+gRb0ajBjYB5nZq0Yozo4ONO3cjwmT5ShVSmRmsveOG3v07CHFLAxjt3v4f8WcGy/47JSEQcXiKGGnJjJDyB/PbPgz2I55U1b86yqIpKWnsfTH7zh65iDeNr6AgOdJT3C0daK2Zc4vCzKxOX62RXga/NgksE0YZd26dXz//ff88ssvlCxZMtv5Ro0asWDBAlauXMmAAQO4f/8+mzZtYsqUKflv7CdCEW8vVsyaxKR5i1lwP4lqThkka8QcDxNTv1oFFg39wiAm3kTB4+LogjYpEYFSid7MeN0+WXQMPm6FEAgEzB+zgIWr57P317Vovb1Rm5lhHh6OjUjC9ElLCfQPIiI6HF1sLGg0WaX8/o48JhZfz4/zZXfVXz8SVb1a9vAWIKNoUVKfPWfv0V10btW9AKzLjklgvwMCgQBz2TsWqMwD6lQpz4JVFky4bI2LuZZHyWI0eijvoDYQxc08Fcy8rmR+pUSqu2R6j+8nihlxwZaoDBETyma+lcpE8LlfDJt37GLpjInMF1nz+1NLuvsZbh9KheBhCWOu2LOuZgzSv+08HQw141aSOT82rIki41USaLVypVi/dC4//PYXDQ5cRqHWYi4GcwsL6tevwf6jxxjlE0WLSgpEwszw5StxEr76+SeWrf6Npi7xnG0Wj93/E2qiMoRMuXGYweNesGrulGwvN0KhEPM8ir2SSCQo9YZxnZYSSyaUXcSx8AMMP7+D8PQ4LGRSmtRvw88jeuPm8mFDhPKae4/vMmHWKGy19kwqORsvy0IAJKuS2PD0V/aH7qKue0PMRMZ/1xVaBZJcOj6a+LSZOXMmYrE4W13rPXv24O7ujqWlJT///DNTp07lhx9+wM7OjsGDB9O0qck7+iEpEeDHlp+Wcu3uQx4+e4GZVMKI8qWN5u2YKHhsbewoV7oS8bdukVKhQrbzApUKu9t36DRlBQBSiZS5Y2YysPOXnLtyOquTY9kS5bMcT27O7gT4FSX27l3SSmXfsRAoFFjdvUu7fuM/7MP9AxKS4gl+8QRF0/o5XhNXNIDdpw6YBLaJt0coEFK9fBm2Hk6inIOKk5FmLL1jhZlQz6yKSVnJjwIBVHVWEpwqzhLYgbYafq8TR509znT1S8tqzlLRScXC82EIhUKWTBvPwG8nczE+iW6FE3CTa7mXKOHHJ46IHT0RWlnS+vgDPveLpZyjijilkI0vbNgbZs2yGWMxl5kZCGwAHy935owbYXBMr9fT6fPhzCsXRTMvRdZxgSCzaU9T10SC08RMK2PYWt3FXMfySlF0PCVh/4lztKxf80N8zABUq1CDzVsH0827t0Hoi0wko6lXa+q4NWTopYGsW7HlX1dN40VYMLMWTuH5i2cEWAaiF+qZcm0MlZyq0rvIAKylNnxRdCizbkzmeMRhGntm74QZnRFFRFoYJYpm90yaMAHw4MGbm4IEBQXx119/5YM1Jl5HIBBQrnhRyhX/eOJUTeTMN5+N4NaoXujFElJLFM/yOosSE3E/cpR6lWpT1L+YwT32tvY0r98qxzHH9P+WAeP6EykSkR4YmBWzLY6Px/3QYVo3aEMhj8If7qH+IQqlAqGZWe4hMzIZCuXH0zjIJLD/Bcxatorgm6c51TwKD4vMhEO9HvaHyuh3yo5fa8VT3jEzZCRRJcRcpM+65ly0lJvxEorZqll5z5IFlZNeXSfNDGvw8XJn0w8L2brvCOMPHyUpNR13ZwfadWtB09pVEQqFHDl7iQ07djHrQSRymRkN6tRk08TG7+T9uP3wKRkpCTTxVBg9vyfUnF9qGK9YIhLC536xfL9z1wcV2EV8iuLn689fwb/R1bu3QciJTq9l7dOfqV6h5nuL67T0NE6eP0ZcYiyOdk7UqlIXufmHK0cUHhnOoG/70dK1HSMrT0AszPzTT1WnsPbRzyy4OZOxpacgEopoW7gTK+8vySawVVoVq5+uom3TDvmerW3ChIm85/Kte/y+ZTtXbj9AIBBQvkRRurVvQ/kSH2eIwKeGl3thfpmzhmnfz+DxmrXg5oZQqUAQH0+Xlt0Y0OXzdx7T3yeAH2b+yPQVM3lx/gJ6F1cEGRmIk5Po1a4Pvdr1yfsHyQMc7BwRajSIkpLQ2hjv+SELD6dIYf98tixnTAL7I+dJcChHT5/jdJNwLF8rsSQQQFMvBWkaAbNvWLO5fhzxSiHnosyYXymRm/EShp2zRSCAmq5KPC207AkxJ1YpYlHlBDa/sKFe7VdC1dbair6d29C3cxujdjSqWZlGNd8vqzgkPJIS9ppsjWQgM9Y6PF2UY71xgJL2KkJuxL6XDW/DopmL6TO4NzPvTqK+YyOczF0ITw/lUPQ+LJ2smDR02T8eW6/Xs37zWtZt/IVidsVxlrpyQXWOhSvn0qdzf7q26/lB6o+uXL2CmvZ1aOxhKJotJVZ8WWwok66M5mrcRSo6VcXXyo8EZRzf3Z9Fbcf62ErteJrymENRewkoFkj/nl/muX0mTJjIX378fTObt+9gcEAcs+pnoAcOhEUzdtodOrdrS78u7QraRBOAt5cvq+esJiQ8mOchzzCTmlG6eDnMpP88XDXAN5DfFvzG85CnvAgLRm5uQemgsh91LpFUIqV5/Vb8eeUKMfXqZTsvUCpxuHWbruMWFYB1xjEJ7I+cbfsP08U72UBcv07rwhnMvG7N/UQRs2/Y0N4nnXilkB7H7ZlePskgY3xmhSRm3bCm7WFHYrUWbJ7QKB+fBCwt5MQqspcQAhAJwEyoJ14pxEFmvCxgrEKEpfzDx8Db29nz0+LfOH72CHsP7CIhOh4nR2cGfPEl1SrWRCwSo1AqOHbmME+eP8bMzIxaletk26ozxvrNv7Jn5w5mlfkOJ3OXrOPRGVEs2DYTgUBA13Y938rOR88ecOLcMRQKBT6FfKhfo5FRz7JKrWLf0b3MK2f8xUAoENHYswXHIg5T0akqSepEZFJzhC5CtkdvQigU4uVZiG97TaBCqUofTQMCEyZM/DPOX7vN1h072FMvFOfXyrB+ViSVZp7ptNy2jZLFilKpdPFcRnk/dDodGo0WiUSMSq1GKpGY1pZc8HIvjJd73oZueHv54u3la/ScRpvp7BKLPh6ZOKDL55we2RPd8RMkVKyAziKzMZIkMhK3E6doXKU+JQNLF7CVr/h4PjkTRomMjKCStfGQCgCJMLM7YocjThS3UzGxTDKjLtrSv2garQsb3mcmgillk2kR60j9li1wcbT/0OYbULlMccYniniWIsLnb1VJBAJo5qVgwxM5Q4sbbzjxR7ANjerWzg9TkUqkNKrdlEa1sydenTx/jFmLpuBrXYQAeTFStDGM3D2UwoV9mDluXo5tZtPSU1m3cTWzyi7ESWYYYuJs7sI3xcYx8c9RtGnWIdekzZTUZCbOHsPjJw+p6lgTS5Ele8/tZulPCxk1ZBwNahrWs01OSUIikmJnlvPPu5BlYXa92ArA4bADuJq54ZPsj0an4XHiQ3p37/fR1kU1YcLEu7FhyzaGFo01ENcvcTHXMaRIHBs2b/sgAvv+k+f8+tdmDpy5ihgdGj3oEGBtbka7pvXp1aEVDrbGQwBMfFj0ej2HTu5nzfZ1BD/NzKXw9gukb9ve1K/RqMBfgGysbFg7fx2Lf13M0d/WI7S1Q69SYi4Q0bttbzq37Fqg9v0dk8D+yLGxsSU0UgIYF9l6PYQrpDRsUJ8LZ44TmpbEvlAZ51tFGb1eIIAvA1OZuX8/bk6ONKtTLd8qo5hJpfTp2IrBe7ewvoZh212NDpK1Ur6/J6eykypbDe09ITL2hVuzceLbd4z8EFy9dZnZi6YxqthE/KyLZB3v5N2D35+vZcSEwfy4aK3Rt/7j545SzK5ENnH9EhdzVwJsAzl5/iiN62RPMIRMr8/IyUNxVbizpMKPBomYz1OeMv/7GVhZWFG53KvSiRZySzLUGaRr0pGLjcd5xypisJJYcTP+GicjjzCt/DxczDO7NT5LecL8ZZnjVir732ioY8LEp8zFWw9Z1jznZLBmXhnM3v8wz+c9efEaE+Yuoo1HIlZiGX0D0ujul46zuY4nySJ+urmNbsdO8evi2bg5fcD26yayodfrmbVyJgeuniaqciUUzTN3uOOePiV07SIu37nC6M/HFrzItrZl8tApjOw/ktDwECQSCYU9fRAZabBT0JgKX37kNG9Yj9+D7dDk0EzxVJQUaztHJn7Vj84dO9P0sDtiIQbi9e/4WGnQKZI5te0nGvf4nPPXbn8g67PTt3NbytdoRK39Xky67sBfT81ZdMeaGvsLo3Qswayx39Dvggd9znqw4bGcXx/J6XjSi0l3vPh+5qQCLyn189qV9PD+zEBcQ2aznR4+n6FJ1nL20imj98YnxOEqzb12tIvUjdj4nOPML14/T0pMCr19BxiIawBvK196+wzgp7UrDY6by8ypVbEWJyOP5jjuwdC9xCvjWXF3MSNKjM0S1wA+Vn709umfbVwTJkz8ezGWC/PqnB59HncmT01LZ9ycxfxcJZz9oWYsrJzIiBKpWV50P2stc8rH0dMzkinzTZ1i84qk5ERCI0JIz8i9JfyJ88c4cOUULzq0R+Hnl1mtQyhE4e/Pi/bt2HfxOKcvncwnq9+MhdySov7F8C3s/1GKazAJ7I+CqNh4Vvz2F0PGTmb4xBls3nuEdEWmx7psUADuXj58c8kR1d96vTxKEvPNFVcG9clMjOvVoSVbfliEQiciXpnz6vk8VUxhCw1rq4XxY+UwRs2Yx+PnIR/yEbMQCAR8PbA3f6z4jhTvxvwYVoRNke4U8valY6vm1K5cjgPrV1G9TT/OWzXmqm0z2vT4kn3rVhFUxOcfzRkZHcGP6xbz7cQ+jJ/2ObsPb0ehePdSPjFx0TwOfkRlp2pGzwsEAuo6NWT/oT1Gz9vbORCpisx1jmhVJI72OXeh3H9oN3WcGiAUGP/TLe9QibDIUMIjwwyOf9HvS7aFbuRuwi2D4zq9jm3BG3mc+hBfK3+WVv2RQNugbONWcKxCaPgLIqLCsp0zYcLEv4uyRX04FCbL8fyhMBllAv/ZepsTu4+epqqLinilCA+5loYeSqPXDSiaxP3Hz3geGpGn839qXL9zlf7j+9OiX1N6jO5Dk94NGP/duBzX8LU7fiO6fDn00uw9DvRmZkSVK8u6Hes/tNn/KfJVYO/Zs4du3bpRrlw5ihbNXodz586dtGzZknLlylGrVi1mzpyJSqUyMtJ/h637j9JuwDBSr2ykp+V52opPc3bnLzTvPZjbD58QGhlNSEQ0Z6IkVNjhwtSr1nx/15Lux+xpftiVL/t+RoMalbLG83B1wtnGgvWPLYzOp9fDD/cscZNnqvWqzioG+ieybtO2fHleyAxz+G3Tdk6cPk0zu2CmBD6jtfQCq39YQpdB35CerqBD0/pM+3Y4U0d+RbO61ZFI/lk005bdv9NnSGsEt37iM6ujtBPv5/y26XQZ0JhHz95cr/d1klKSsDW3QyzMOdPa0cyRxKREo+fqVK3HvYRbxCiijZ6PzojiQeI9alaum+P4iYkJOJo55XheJBRhb+5AUoqhDUEBQcwYP4/vnyxi1p1J7AjezMZnGxh1dQi39Ncp4hNADdfaSHNoLiMSirAzdyA55eNsoWvChIm3p0v7Nix56ESiKrsjJkEpYOlDJ7q1b5unc966fYsGTglcjZNQz924uIbMRmjV3TTcevA4T+f/lDh+7ijDZg7ntJsDLwb051mfXoT06sluRQI9v+nBi7DgbPc8fnQXhU/OL1UKX18ePMy/3e7/Avkag21tbU23bt1QKBSMH2/YKej+/fuMHj2aRYsW0bhxY8LDw+nfvz8WFhYMHz48P83Mc7RaHScuXmXH3n1Ex8Th5GhHkwYNsZLLWfHLGnbXD8P3taS/Nt5h7AuRMWTCDGRmUj4vFErfgFQeJonZEyIjXimkpquSEKUcwd/2+dIzFEQnpfFzqgXeVhpaer2qIqLUwuwb1iSpBTxKFrPqngWHwmSkawQ8uXuOzm1aULyI8YxigBv3HrFp5x6ePn+OTGZG3Zq1aN2oDnZ2xsV8Tqz+axv3rpzgeKMwrKWv9iG7+b1g/p0Uhk6cwYbl89871uvMpZP8/sdi9jcIoZDlq8+3rXcI24PN+WZifzas2oOVZfa2q8ZwtHMkPj2ODE065jnEMj9Mvk+qNoUBw3qh0+koXrwk7Vt0prCnNxZyS3p26Mt3u2fxTbFxBrHY0RlRLLg3k96d++VaD9vV1Z3QZy8oR0Wj55VaJTFp0TjaO6HX67l66zLbd28mPDIUmZmcz7oNRG4u52nwE6zF1kyuOJOSgaWZvXgaoS9eUNYhe8ewrHHTo3F0yFncmzBh4t9B7UpluVy7Hq2OHWVE0RiaeCrQk9lbYdEDJ+rXa0DNimXydE6hSIRaL0AoIMeQx5eodQJEptbt/4gMRQZTlkwirHUr1C6vKlXp5HISq1ZBYy5jyrKprJ6z2uA+gVCIQKcjp8gggVaL0PQzeSfyVWDXrJlZd/nChQvZzoWEhGBjY0OTJk0A8PDwoE6dOty/fz8/Tcxz0jMUfDVhOhkxwfTxicW/iIaQVDHr1j3kcaKQr4vFGojrlzT1UrAvIoUrMRL6BmRW1Qiw0RBg86rCRlkHNd/8vpHWDetkidH0DAWWUhG/1Yhm6HlbFt+2oparknSNgAOhMso4qOlbJJUZN2y4m6jlq+KpWEp0nI40Y9i4ybRo0ohhfXsYiFu9Xs/c73/m6MmTfOabwGf+CpJUQjYffs6av7by2/JZeDi58DaoVGp+27qbrbUiDMQ1ZCZgjiqewN5DUVy6efe9M9g3/LmMySUjDcT1S9oUzuBAZAp7j+ykc+sebzWerY0d5UtW5FjkYZp5Zu+UdTH6HLuCt1LToy5VrKsjEoi5fucKA4/2ZmCvQbRv0ZmenT5DIIBxm77OqoMdpYrgfsJdenfuT7d2vYzM/IqWTdswfsoomni0MOptPhl5lOIBJbGztWfy3HHcuXWLRi7NqGVXnyRVIid2HCFMHcLS2T/g6eaVdV+rpm2ZOG00jd2bGx33RMRhSgaWxsEu5/AVEyZM/DsQCAR8M7AP5UqVZP3mbYzY+hyA8oHejPiqLXWrGn/Rfh8qV6jA7t8vMaRINFOu2jCiRKrRpmIpagFnIkSMLPnmsqcmsnPwxF7UHh4G4vp1UkuW5PHqXwkOfU5hT++s42VKViD24UPSShsvcyd/9IiypSoZPWfCOB9NFZEaNWrg6enJnj17aNKkCWFhYRw9epSBAwcWtGnvxfRF31NI+ZDv6kYj+v/LX3lHNa0LhzLxijUHwmT0CXiVfHA7Xsyvjyw4F22GSgcqrYYbcRJKO6izjV3JSYU6I42Hz17w6HkIW3ftJjQyhjSlBgeZjuPNYjgTJeV2ggSJEAYGxuIo01F9lwvfV0ug0WsxcBUc1fQqkkbL/bvYvPcwRbxcadeyBU1qVWXz3kPcvHicIw0NPc713SPZ+UJG76Hj2blmOXJZzjF9L7l+7yFeFlr8rbOLXsgU2R28Ejhy6ux7Ceyk5EQeBT+jcdmcSxx28opj4ckdby2wAT7vM5hBo/tjJbaiuksthILM5IqHSfdZeX8xE8vONEiADLQNop5rI6avH493IV/Kl6pIz059adeiMyfOHyU+IZbydhWYU2UhFvI37wQEFSlBqVJlWXR/Lp/7f4WtWWbSp06v40L0GbaE/sHS2T+wesMPRD6KYHaZhQaCuYJTZQ6G7eGbiUP4/YetWckhxYuWpETJUix+MI+B/l9hK7XNGvdc9Gm2hv3Fsjk/vvXn9F8jJTWZXYe2s//QHpJTk3BxdKN1i3Y0qNkYqSR7zKIJEx87AoGAelUrUK9qBfT/z2j8kBUiGtWozOKffiVRKUQArH0kN/jug8wQxhk3HahRoVS+l5H9r3D36QMS3HJJpheJ0Ht68Pj5QwOB3adtb27MHUWGry86KyvDW5KTcbxyjT4fUROXfwMfjcA2NzenQ4cOTJ48mVGjRqHVamnbti1t2rR557FsbOSgLfhHC4+K5dSl61xoHpMlrl8iEMDkcslU2enCvUQxxWw1rH0kZ/FtK/oGpPF5YGbL8P0hMj47Zc+XgakMCEzLNoaNGUxbtBxZWgQDfWMI8lcz+4YVK+5ZMqtCEjVcVdRwfRXHvuqeBVWdlQbi+iX2ZnrmVEhgwhUdnzte55ffQ9m+dx/hUbGsKBuVzeMM0KqQgm1h6Zy4eIVurd/cuEYoFmAvyz093U6i5blW9cbQE6lEjIWFFDu77CEVGcpELM1ESHLZ0bI106FWK43eb+wYQHm7UqxZ9isTZoxj69W/KGpbjHRNGjejrtPQvVm26iKQWeO6nWdnNm3fQIPatbPG796+c67PlxMLZy5gwfIFjNr9FUXti2EptuRh4n2s7Kz4afHPBPgVZei4L5haco5Rb3Qjj+aciT/JzfsXqVejftbxRbMWsmDZfEbtGUKgfRAWYgseJt7H2s6a5eNXUNwlEHJPRM830tMzMCN/ykWFRIbw+ZQB+JsH0MW5Fw4ejoSkBbNt/Sa279jE9xNXYim3NLhHqDU1zDBRsOh0Oq7ffUhkTBy2NlZULBWERGz8ezE/Sq9JpRKWThvP4PHTqGafwrK7VlyOldLTPx0PCy33E8X89MSRZJkHP4wYbHBvVEIkh08dQCyWUK5kBazfMqzvU0QmNUOYmN0h9zoClSqbY6BcyQoM6NCXnzb+THzpUqT5+QFg8eQJ9tdv8kWXgZQuXvaD2f1fpOBV6P/Ztm0bCxcuZNWqVZQrV47Y2FgmTpzI6NGjWbBgwTuNlZSUjk6dcxJFfrHv2HnquKtz7MIoEUJzrwyOhstI1yhZeseKHQ1jDUIahhRPpa13Om0OO1LCXk3V1+pDJygFvEhU09DqOUtqRWeVXZpeLplWhxyZf9OKL4ulZs0fmiZi9UMLZlZIytHmGi4qklRCStmr2egZSr+zKp6niylrxIP+kjbucWw+eISmtaq/8TNxtrPnRkxmPLhZDpV1LiZYUbiUJwkJacYv+D8qtYa0NBWChOyqTyy0QKER8CJVZDREBOBSrAxPT38S/na/nZ0827HXcXPy5pclv3P/8V2eBD8mOjaK23/eopZrzsmJVV1q8svplcTFpeZJHNsXvYfRo0NfLlw7h0KpoKfXZwQVKYFAIODMhQu4mLsZlNrLZo9dDfYfOkTZ4oZ1rb/oM5zuHfpy8fp5FEoFvbz64mvtT0hYErcjYt7b7rzCQi4lLf3DJ0Dr9XomzP6KJk4tDdrMu5i7Us6hIj8/WsHYpZP5vPcYg/tkcglOmDxwJgqG4+evsGDFT5jp0ilirSE0XUR4hoRBvbvSoVnDArMrqIgPm1YtYuOeA8iPHOdodConYywRCMV4ujrRrlNzmtetjtn/K1k8D41g+rwfeBwSTWU3SNcImR0toHGdZgwZOM60e2SE2pVqsX3RAVIqVcJYDI4wNRVBZCTlSmYPA+rRpidlg8qwfscGru3aCwIoV7w8PaeuoFiRD9fV87/KRyOwb9++TeXKlalQIfOH7uzsTKdOnRg5cmQBW/bPUak1WIiMi7uXyMV6lFpY/dCCQcVSjYpBDwsdXwWlsvqBhYHAXnrXBq0OppaONahp6mSuY2uDWCZdsaHsdlfKOAtRIeJejBaJQIuFOGcPskDwf5t0mXVS+/sn8E2cndFYuZdYiPWoU98sdnQ6HY72thTxLsQfT+PoUyS7gH6eIuJAqBl7GuYsViEzcVSlVmdtbf4diURC0/qt+f7BeuaWzy4MU9QCfnniwIRxb9eW3BiB/kEE+gcxafYYJAIxMlHOITJmQjP0ej06Xd4lilhaWFG/RvZdA5VajUyce7iOmcg8xwo9VpbWBuOm3k0l2EWBwvnj8cpaW+lITsk5/CeveH7rBjq1jkbuzbKdEwqEdPfpw1eXBnLFMgxLu1c12q3MpLz5ddOEibzn6LnLTP9uCcsrRlLdRZW1dt9JEPPFb+vIyFDQs33LArPP0d6WQT07M6hn7jt4YZEx9P1mPIP9o+jVMhXp/x0yMRlCxlzfzvgZYcyd/IMp8e5vlC1RATcrWxIvXSKx0t9ipjUaXI8dp0X91lj8bdftJcUDSjJ71Jx8sPS/T74KbK1Wi0ajQa3O9IYqlZleZolEQvny5Zk6dSrXrl2jTJkyxMfHs3HjRkqUKJGfJuYpgb6FWR9jjk6fc1H/w+HmOMv13IgVMbFMziXQWhTKYMb1zG2xBKWAnx7asCnUngpuKuzNsqdku8l1/FQzgTk3rLhtWZPP2jSjdFAR5q9czemw/VRzMS6uXqSKiMoQ8tcTOV8GpVLaXkOsIvOYi5G2ugBnYi0pWjwwR9ufhYTz619b2HfyAlqdHplExB2dHbEKEV8EpmAp0aPTw8lIM7696sKwft2xtzW+BXjz/mN+/XMTxy7dRoAeO4vVtGnZnU6te2WrvtG76yC+/OYEE67qGFYsAaf/238zXsK4625UrtKEUsXK5Gj323LxxnkKW/pwJ/EWdcyNJ5bcS7yDl0thxOKcS/zlFb6F/XiW+ASFJgOZ2HjL9bsptyhf/d0SmQJsC7bJz+vY2cpJEH34eJXrd+9R1aZajlvoFhJLijuWRP38GQE+ryrwyP5hWUkTJt4HrVbH3OU/8kPlyGzdcIvbafi9RhiN1m+ideN6WFu+W/Wnt0Gv13P1zgPuPHyKSCSkarmS+Hp5GL02ISmZI2cvk5KWjqerE3Uqlzcox/rDb3/Q1SuW/gGpBvc5metYVTmcJkducOHaOaqWN73Kvo5AIGDppGUMHD+AuIhIogOLorWyQhoTg9OtO5T1DWT4ZyMK2sxPgnz9FtixYwdjx47N+n+pUqUAWLduHc2aNSMmJoaxY8cSFRWFubk5lSpVYsqUKflpYp5SulgRZJZ2bAuOpr139sYmJyLMSMCGEiXKkn74VNYbujGkQlBqBTQ+6s2LJB01K5ZmaL2ynN25JlcbHMx0uDnZUrVcSQB6tGtFv6/P0ds/JZtg1uth8W0rWhfKIEYhovUhR7bWj8PNAhbftWF2+YRs44elidj03JI/vzXewvzGvUd8NXEG/XwTONAwFYkQ0jSw/qkNvzyy5udHNnjbiohN12Nja8vIr7rTsGZlo2MdOHmO2UtXMiIwlmVt07GU6LmdIGbZ2RUMPr2PZXPXY2nxKjnDxsqGFfP/YNWa+dTafxhPayHpaj0qgYxO7frRqVXPPIk91Ol01HKtz/bgjVRxqp5N1Gp1Wv58uo72XTq991xvg7ODC2WKl2Nv2E7aFc7uJQpJe8H1uMtMqD81X+z5N6PT6nKtew4gFojR6d5Qd8yEiXzg4o072IsV2cT1S7wstdRyVbH/xDk6NW+Qp3M/eBrM2FkL0KYnUts5DZVOyE/rzClWxI+ZY77OcppotFoW/7SWrfuPUdtdjauZko3JFsxcIuHbQf1oVrcGGQolB89c4kzTFKNzSYTQzzea3Xt+MwlsIzg7uPDX0k0cPX2IrUd3kpTyBE9XD7oMnUrF0pULvN35p0K+Cux27drRrl27HM/37t2b3r1756NFHxaBQMCMMSP4fPQUIjNi6e6Xiq1UT6pawKZnchbed2LBpK+pVDqI0PBwjoUn0t7HeIfBoxFmFPf1YOywQXi6OmNrbUVEdCxLfxaQrhEgzyHs42isHU0bvOrM51fYk+7t29B+13Yml4yinpsSkRCepohYctuK+0liNtePw0qiZ8Y1a8ZftiZOLeZkkjvfXhExpGgChSy1aHRwOFzG5JvOjBjYEw/X7PWRNVoto6bPY7B/DOdjzFhx1wkbqY4UtZDGHgp6+CVzUVecb74cgJWFnMIerjn+4SckJTNt0Uo21Q6juJ0m63gJOw2rKkcy6oqOVavnM/KraQb32drYMWb4LIYMGEtI+AskEik+Xr552lq1mH9xtGoNgbbFmXF9It39PyPQJgiBQMDzlKf88XQdcdpY2jbtkGdzvolvBo/h82/6kKHNoKlHS+zNHFDr1FyIPsMfwesYOXgcNlY2+WbPvxW/4kEcObWR1hj/2am0Ku7G3aJt0UH5bJkJE9kJi4qhmE3u+UdBVimERUbl6bwvwqP4fPQUJhaPpL13elZYyvQyMO9OKp9/O4nfls1DZiZl9rIfCbl1ijPNIl7bfY3ndryY3it+QCKWUDzAFyupAEdZzi+uxWzVrHkQmqfP8V/CTGpG03otaFqvRUGb8sli2sf8wAT6efProln88NvvLN19A2szAclKHVVLF+OHud0o5p/ZOal7h3YsXvqCRp4hWP0tKTJNLWDJA2cGft6JEgF+WcfdnB0pG1SUFfeTGVkiMdvcZ6Kk3EmUsuhvHuEB3dpT2MuTKT+tZvDZRGykOpRaAV1805lRISlr/qHFU6iww4UyQb7Mm/gtP67fSLPDJ5CJ9KSpdPh7uTF6eGfaNattNCHxxIWrWJDOinuWjCqVwopqCcjFeuKVAtY9suDXRxZoBKFYyGV4e+ackAewbf9RGnkqDMT1SwQCGBkUS92D+/my37dGY8ssLaw+WJJGxzZdWbJ0PlNKzuFc9Gl+ebCCFHUKIoEo84VBCEMHf5Mv4SEvcXFy5adF61j9+4+MPjkUc4mcNGUaxfyLM3XcbCqUNtUzfRvKVq/JhqVLuR53lTIO5bKd3xe+k8IBAbh6ehm528S/kQdPgzl06jxpaakU9vKiWd3qHySc4kNgY2VJREbu60y4Qoazdd5W4Vj9x2Z6eMfTwccwbEsqgvEl47l7xpy9x89QoWQQh06e5Vyz8GzJ/yXsNSyrGMmon9awfvl8khU6MjQCzHNwHkWki7C2ss3T5zBhIi8xCex8wMfLnTnjRpKWnkFCcgqFvZzR/q0oR+3K5ThXtSZtjp/k22IxNHDPTOA6GmHGgnvOlCxXhYY1souiCSMG0WfEOKKVYgYWScDfWku8UsAfTy1Z+cieBRO/ycrIfp1GNStz5vx5AuMO0KqQAmeZNluIirVUT1EbLc0bN8TGypJRX/ZlWL+exCYkYmYmxcE2dw/o9Tv3iUrRsKZWAlVe27K0N9MzvEQqTjIdi+5Yc+v+4xzj9F5y685t2jnnXP3EVa7D21rIsxdPKRFYKtex8prqFWtyodpZpp8bTwfPbsypsIREdTy3429xKHovxcuWoFGtpvlqE4CTgzOjv5rAsIEj0erT0aiE2Fjb5rsd/2bEYjGDpkxl6fhxNE1rSX3XRlhLbYhMj2BvxE6upV5h3LTvC9pME3lAalo6Y2d9x72HD2nnlYyPmZprt61Zuno9Xw/oWaDVN96WGhVKM22RiOBUEYWNJMynqQXsDpGzsVaVPJtTo9Wy7+R5Tjc1nkMkEEAfn1i+37ufiKho2hdOzbGyVlVnFVJdOs9CI6hQ3J9twXF08zOea/HzQysqNf/4fyYmPl1MAjsfsZCbYyE3x9rSIpvHVyAQMGbIAPaWKM7izVsZeCYCgQCKFnKha++2tKpf02j4hLODPRuWzWPt5p2023+E1AwVAoGARtXLs/q7DhTxztmzJhSJkInA0yLnSidiMxmOdq+EtFQqwd3l7dplvwiPoqiN2kBcv05n33Tm3bImKjY+xzGSU9O4eOMuzyNiuWAmpaqTKitZ8e+odBRIRrlAIODrL0dzqPh+/tqygcV35yJAgJ9nEbr36U3Tui3yNeZNr9fz6NkDYuKisbd1INA/CHt7+1xLD5rImYCSpRi3bDn7fv+Dr04MQK/XIzMzp2bTZkzq/CM29qZyfP929Ho9X0+dQ6GMu6xpFvNa/fw0nqaI6PLrOiwtLGlSu2puwxQ45jIz+nRszcA9W9lQI8wgxCJDI+CLC640qFH5rdfwtyEtPQOhQI9zDusygK+Vltj7icTFxlLGIufqPwIB+FhpiY1PYEDPbnw1/jFFbdSUd3zlkdLrYdkdS16kCAndtZbWTdrnWBHDhImC5I0CW6vVcu7cOS5cuEBISAgKhQJ7e3tKlChBrVq18PT0zA87PwkEAgHN61aned3qqFSZC4pU+uawAjsba4b368Gwvt1RKFWYSSVvJTSrVKjAxl/P0zfAeL3pyHQhDxKElCrq/24P8n9kZlLKu+ccDygWQkVHJWZm2T3s6QoFc5avY9+J8+i0OtwtPDlJWf58FkwdNyXzKkbh8NqXx+NkEdEZQvx9Av6Rre+LQCCgUe2mNKrdFLVajR59gdRoPX/1LMt/XERaSipuFh5Ep0cikokZOXQkFUvVyHd7/iu4F/am39ixfDZ6NGqVCqmZ2X8uUehTXuuv3X1IRMhz/myUvSmYr5WWRRUiGfvrbzSuVeWj/7n37dyWjAwFtXbuo7mXggCLNEIVZmwNtqRO1YqMH/pFns6XnJqGSq2lwT5HVFoBLuY6ehVJo4mnIutF5VmKCAc7GxwcHXkWIiOnjlV6fWapVgc7W8oEBeDrXZjux9VUdFJRw0VJukbA9mBzLMV6djaKYdJNMfuO7qJDi6559jxKlZJjZw5z4cJBtFo1RQMr0qJhW9Pun4l3JkeBrVKpWL16NevXrycpKYnAwEBcXV2xsLAgOjqaVatWMWPGDKpVq8bQoUOzKoKYyCRDoeTs1ZukpKbj6eZM+RKB77QwS6USYuISuHTzLhqtjuJFfPArnPsXnEAgwFyWvXNfTtSrVoGFP1iw9bk5TTwVnIgwI1ktwNtSSzkHFZNvOtOyQU0sLeTo9Xpu3HtEcFgEcnMZVcuWxNLCeLfDhKRkzl+/Q7pCSYo6d6GfoRPjZGdrcEylUjPw2zmEvUigpG0ZehcZgL2ZAwBp6lQ2P/+D1of2s7txCLbSzDrik2640rZ5l4+i8YBEkn+x1q9z6uIJZn03hQF+QyhTpBxCgRC9Xs+dxFtMmz2VwQOH06Ru8zcPZCJHhEIhZrLca4z/2zCt9bD38DG6Fo7PJq5fUs1ZhfZaKg+eBhPo552vtr0rAoGAIZ91o0vrZuw6corH0ZHY2tixflRNCrkbLyP6T1mzcTs/bthEe+80argoSVQJ+eOJnDGXbJh13Zo/6sZR2FLLr88cadW+KRVLFaPH9t2MLJ5gNEzkQowUhVBOmWJFUKnU3H0czJnmUZyIkHE7QYKZSM+8iklUcsqs792zcCxzD2/KM4H98Ol9Rk/5nADLNFq7xWAmguOnz9Dpr5WMGjKNBrWa5Mk8Jj4NchTYjRs3JiAggMmTJ1O7dm2kRuJ4nz9/zs6dOxk0aBDDhw+nQ4f8q5LwsaLX6/lxwyZ+27qHEg5anM00/JYoQSmyZOzQL6le/s1fTmnpGcxcspLjF65R3V2LmUDPoigxPoU8mTJyeJ4tkhKxmMVTx9B/1CTGXFJRxl6Ni7mW5fES4pUiPDwKsW5Ab67eecD0hcvQpCdT1kFFvErE5O9EdGregK8+65E1nlKlYt6KX9h7/CxVXHXoNFo2x5oztlSy0S+uBKWAq/HmTCtb0uD4ziOniI/MwEZqx9CgUYiEr4LDLSSW9C4ygO/vJjL/RgrlnRSseuyMs09F+nT5Mk8+l38jGq2G+ctmMazoKAJtXyVzCgQCStiVYmSxCcxeNYk61eojM/tvCUQT74dprYekxETczbMnUL9EIABXC0hKSc3xmo8NR3tbPuv44RrK7Dl6ik2bN3G0STju8le7ib2LpLPiriVrHsnpesyBJoU0RAqcaF63OjIzKQ1qVqXvOS2rKodjb/ZKZN9OEDPkoiujvuqDUCgkXZGGRAQu5no6+WbQiewVttzkWpJTc+4f8S4kJiUwcmJ/ppV8QatCr8JY2npncNdfTNcVk3BydKF0kKlduIm3I0eBvWjRIsqUKZPrzd7e3gwdOpT+/fsTGvpplst59DyE89duodXpKF0sgKOnz3LtzCH21Y/I6sqo18OJSDOGzlrAnPGjaFY/5wQTtVrDZ1+Po7gomAvN47GWZi5AKi38+jiBvt+MZ8Oyebg45k3c565DR/Gz1rKiUgxelloSVQL2hci4FCNld3gEG3cf4ccNfzC/bBRNPBVZ5Zci0oUMPbufaUnJLJ0xGp1OxzdT5yKPu83ZZtHYm+nQ66HdEQfm37JidKkUg26QGh2Mu+ZMo5qVszWV2bjjGCKdlOaFWxuI69dpVbgzE69c5K6+Aj0G9KNW5Tr5En+t0ag5c+kUIREvkJtbUKtyHRzt8y6e8Z9y8do5bMV2BuL6dQpbeuNj5c+Jc0dpXCd7V0ITny6mtR7c3N24d19GWyMiDkCtgyeJetycHfPFnofPXvDXjj08evIEqURC7Ro1aNWwNjZW7x9r/CQ4lI0793Hv4QMkYjE1qlWlbeN62FpbkZSSys5DJzhx+jQqtZoAf386tWpGgE8hgzH0ej0/r/+L+eWjDcT1SwYFpXI43Ix4pZBjqYX5Zf40ZP8PBRw39HMW/iCl+t4T1PNQ42Km4HayJfeTJIz6oi+N/p+AaWkhB4GQsDQRHjnkCd1LFOPilHsFqrdl18Et1HVJNhDXLwmy0zAyKJo/Nq6g9JSf8mQ+E/99chTYb1pwX0culxMQUDCxrwVFTFwCY2cv4HnwCxp5pCMR6Bnzl5yEdA0XWkUavJkLBFDHTcmCcpHMW/UTTesZb6QSHhXDwNFTsFJGsrBxnEH3R6kIBhZNISJDzJq/tjBm8ID3foYX4VHsOnic083CsZboWXDLitUPLKjhqsTTQks52zSW/LKWVoXSaepluOi4yXX8Wi2cmgcucO/xc548jyAy+CH760dmxd0JBPBD9QS6HXfgYoyUPgFpeMq1PEwSs/q5E3ZuviweMjCbXWHRUYi1ZvhY+WU79xIvi0Jo9Tom9lmCY5n8+dI7ce4o85fPwsXMFR+5PynaJFb8soSGtRrz9ZdjCiw0BCAsIhQfuW+u13ib+xAW+d8TRybeD9NaD22bNKTP/sMMCUzMcmq8zvZgcwp7ulPI3fWD27Ji3Z9s2rmHXr5JdC6UQYpawLYjT2nz5xaWTh9PyaI5r4tvYvWf21i7aSs9fJMZXyiddI2AHSee0Xrjdr7q25Pv16ynulMaX3okYCXRcybsIZ+POkPHVs0ZP6xf1jjPQsNJTUmieg4dgSEzif2vp3JkjjYGThSxSMS3g/rTv1snjpy9REpaGu1cnKlbpbxBzpFYJKJl/Zr8/GgPk8tkb3Km1cHPT11o26tHtnP/hOMndjDdP+eE+/beGUzedhWlSomZ9O1DMU18urxTFZGMjAzi4uLQ6w0XIC+vT6sGbFp6Bv1HTaS1Ywh/NkvMEpS2IiWxCqGBuH6dBh5KptxK5PaDp3i6vFqo1WoNu46e4rtVaxDrFHQMUJBTtHb/Isk0OHSKUV/0Q5RTwOBbsvPgUdoVzmx+M/uGFWeizDjWPNqgw+PjZDE9j9vzxxM5Xf9WLslCoqeLdzJ/7dhHaGgEfXziXsu+z8TZXMfuRjFseiZnzCU7PN2ccXN2YdDgptSoUMboM1iYyyFDQpIqARdz419oqepUBAIBknyqLX3+6lnmLp7BiMAxFLEpmnU8zTuVlTcXM33BRKaNnZMvthjDwsKSJE1irtckaZPeKMJNmIBPb6338XKnSZ1a9DxznOUVI/D6/+6jTg97Q2RMveXM9zPf36nxJnYfOcXB/Xs43DDUoAJIA49IDoTKGDpxJtt/WfqPPNmHz1xiy/atHGwQiutrXud67pHseSFj2PIf+b5aAo09XzlTKjur6OWXQvv9ewgK9KdOpQoApGcosJNBbmlFdmY6tPrM70tj2Nta07FZ/Vxt7te1Pd0Hn8XJTEO/gBTM/r+hGa8UMPmGC0L7AOpUrfeWn0DupCvScTDLuRKKXKxHIhKYBLaJt+atBPaTJ08YN24cN2/eNDiu1+sRCATcu3fvgxj3sbLj0AkCpLF8UzzR4HhEhohS9mrjNwFCARSx1REeFZMlsC/euMPoWQspZJbKF0VSSddkdnk8FCbjxxrxeFgY/sF7WGjR6XSkZWS8V/ODpJRU9hw6wjA/BTEZQn57ZMGpFtEGlTkA/K01/FIznh4nHOjgk55NQBezVrAzLIyIqBiK+hh/dpkIevqns+KRE/Mnj3ujF6hpncqcPvKQ4xGHCbApZvSa4xGHKFEkIMcQkrxEr9fz/c+L6e83yEBcQ2ZM+NCi3/LNlUE8evaAIj5Fcxjlw1K9Yi0WrphDkioRG6lttvMZmnQuxZxneLWR+W+ciX8Nn/JaP3pwP35Yb0XTHfsoZqfF0UzHjTgx5la2LJ0+hFKB/6ya0tui1+tZ+9cmppWKMtrBsLGngh3haew8fJKebd89zGvtnxuZVDLaQFy/JDxdRD13hYG4fomjTMfUUlHMXrOB2hXLIxAI8HBxIjQFklUCox5/gGtxUkRCAV6FChk9/zY4O9jz25TPGTZ/O6sehVPFRYdCK+BSlIC61eoz78vJ793A68bda6zfuYH45CSuxkkoYmM8Fv9xshgzqRmW/6GSgHq9nvNXzrB+9x88fv4IiVRK/cp16dKiC24uufemMPFm3kpgjxmTuf29bNkyHB0dP/oyRR+aHXv3M8k3LttxO6mO8PTcBV9YmhA7m8ztsvtPg/lm2lxWVoqgpuurrbZvS6Ww4p4lXY85sL9JrEEb9HilAK2Od6oW8nd0Oh1fjZ+OnT6JsDQRO16Y09hTkU1cvyTIToO3pYYTEWY08DAsuxeaLsbOw56MDBXhaSLIIRw5QwPxGbq3eino2qYRm/cfIzwtnOJRJ6juUtvg/MOke+wK30LvLm3e6nnflyfBj0lOTKaMX3mj56UiKbWd67Pn4E6Gfz4qX2z6OzZWNrRq1I7l5xfydeAYzMWvKryotCpWPlpC3WoNcHbM2yoCJv5bfMprvVAo5MteXejTqS0Xrt8mNT2Drh5ulAjwzZfPISo2nujYBGpWy7m0aTuPBFaePvXOAjspJZVHLyJoUM54DepD4TIGFs05gbOWq5KvLsYSHZeAi6M9djbWVC9Xgl8eJjCiREq26+OVAn5/IkcgkjKi5fs12fJwsmNgq5G4li7E/cd3EYvFfFOiPHY275+H9N1Pi1m74w9iy5RGW602i68coU3hjCxP+essv29Pi0btC6TXwodAp9MxZckkjt+6SHSZ0qhKNUegUhH+4D47hndh3rfzqFT24677/rHzVgL70aNHbN26FV9f0/YyQGxSCj5W2d9y2xTOoOcJB4YXTzH6B3o1VkKKXkb5kkVJTlbwy/q/GFY0zkBcQ6ane0hQKpdjpWx7bk53/1ehGX8+taRhtXJIxP+8R9CZKzdRJYYzr0IC/U/b0bpQhtHneR1vSy3RCsOH0urgj2B75n/emCfBEfy29hGtC4cY3Tbc+cKcssX8sLW2eqN9rk4O/DB7NF+Om8fqh6s4ELqH6i61EQvFnI8+w/OMx8wfP4Sk9Jwb5OQl8QmxuFq4IhTkvLC6yNx4GHs3X+zJiUH9hjE/fRZfn/2Smi51cZN5EqOI4kTMEapUrMLIIWML1D4THz+mtT7TeVGnivGX6Q+JSq1BLhUY5N78HUuJPqtHwjuNrVIjEwsQ57CEqbRglUN3Rcj8TrKQClG+NvewgZ/Rc+gDRAI9fQPSssru3YyX8M0FG8zEImrVqkmJgH8eM/46hTwKU8ijcJ6MBXDy/DHW7tnEi86d0MnloNfzIvgJnU/p+K5cDH7Wmd8v8Uohi+/acSXDi5Ud+ufZ/AXNpj1/cvThDUI7d0L/Wv5QnLMzKb4+jJ73LVtW7sDe1tRI65/yViotKCiImJiYT3rRfR1HGyuepYjxsDAUxkF2Gio6qRhy1o6lVRMwf+3TDU4VMeSSG1/264ZIJEKhVHH80k0WtjLe5AWgh18aK+9ZZgnsExFmrHjkwJrvOma79t7jZ2zZc4Cw8DCsraxp2rA+NXOIcd5z8DDdC8VS2kFNaXs1pyLNCLLLXWA/SRHRzOuVoFVpYcw1J1w8fahUJggfD09W/+7InNupfFs8waAs3+VYCTNvO7N4evdc53idEgF+HPl9OftPnmP7gVOcjN2Hna0VLbtUom2j4cjNZew+ceWtx3sf7O0ciUyNQKfX5SiyIxXhOPjlT7JlTohFYsYOn0S3Dr3Yc2gHL2KeYe9gz5L6q6hYtrSpk6OJN2Ja6wsOF0c7UtUCXqSKKGSpRa+HHcHmrH0s53qcFKFAj7elFtcAh2z3hkREsX7LTvYeO0NyhgoPByvaNmtMl1ZNsLKQY2drjUAk4WGSmAAjIRDFbDWcjpJSOYeuu8GpItI0Alxfq17l6erMuiWzmbl4Bct3PKSQhZpUtZAElRCRWEr/ru3o07F13n1AecwvW38lslLFTHENIBAQ3rw1p86fpcGRa7iZqbEUC3iRJqFWlTqsmDgea0vr3Af9l6DT6Vi7fR2R9eoYiOuXqDw8SPfxZcfBbXzWqZ+REUy8DW8lsKdNm8bUqVNJSUkhICAA8d+8p+7u7h/EuI+V1s2asGZfJDVcI7KdW1Q5gZaHnCm304MOPhm4mqm4mWzFyUgpX/XpSuuGdQBIy8hAJs45fg0y462DU0UsvWPJgVAZzzLkLJ0+Fv/X2p9rtTqmL17JmQvn6emTRBMbBVEZIn5acZMfLJz5ftbkbGXwEhMT8bDPFMvLqiYy+KwNO1+YM6FMstEwkTsJYu4kSlkf7MD9pGTiVRK2hVhRIrAoi8Z9k5lsKBGzau5URk2bS7X9obTxTMRSpOVMvC13k6RM+/Yryga9W/UBqVRCqwa1aNWg1jvdl9f4FfbHxs6Wa3GXKe9YKdt5lVbJiegjLBrxfQFYl53Cnt4M+mxYQZth4l+Iaa0vOMykUlo1qM2iO3v5rnwMoy7ZcDtBwrDiqdR1i0OlE7DrhTmL7t1h3ead9OrQCoBbDx4zZPwMunonsrdeMq7mWu4mSvjh5J/0OnyMX76bib2tNe2aNmDRxe2sqByVbZexVaF0+p5yoHeR9Gzx33o9LL5nT6cWDbN1FvZyc2HV3KlEx8Vz68ET4hOTCfDxIqiI73vtsn5oNBo1jx7cQtHQMPwQoZD4ajWIr1SFyMePKXT2AptXb8PGyqZgDP1AREZHkKZQoHbNOR8qwd+XY5dPmgT2e/DWfwFJSUkMGTLEIBbtU0h8MUbrhrX5a8duFtzOYFjQqyoiOj1se2FBnN6KJTNGce32fSJSUijr4cb4OtWxeq3zobWFBRq9gIh0IW5Gkk4AHiRKsJToORttRrDKmq0/fZet/vWq9X8RevsMJxqFY/HaFl93vxfMuJnKiCmz+HXRbIOfm6urK/djpNR3V2Iu1rO6ViKjL+rodtyetbXiDZJgHiWJ6X/OnW8G9kAilfI8JAQLuQU/Da+crbOkg60NqxfO4taDJ5y4cIVopZIW/r4sqV7prVq+GyMqNp6Ne45w9sJtdDodpYr70aV1Q/wK5V8ChkAgYFD/YUybOwEriTUBNoFZ59LUqax8tIRypSsUWIKjCRN5iWmtLzi+6NWFz0bcoN0xAUqNju0N4jD/fw6OOXp6+KdTz11B8z83Ub50CdxdnBg2aTbzyoTTxOtV7HYZBzUrHaKYdkPNjMUrWDhlDP26tKP/5at8dVHP10Fx+FpleslPR0mZcssFfz8v2p+QMLVUNLVclQgFmZ7rxffsuanyYNuA7mhziE5xdrCnfjXjoQR6vZ7k1DR0Oh02VpbZYpgVShWp6enYWFoikeSPKM8sjiOAnOKpxWLUrq6IxOL/jLhWqpSkpaViaWmFVqdFIBblWgZGLxSi0+VcVcXEm3mr3+Zvv/0WuVzO4sWLP7nEF2NYyM35ef50xs5ewO97X9DIPQOJQMfRSAvMre35af63+BXyoGJJ4xUwACQSMc3qVGXN42TGlTJe43PlfUvi1GaYW7jx++xR2cR1hkLJnzv3s69epIG4hsy/m/Gl4qm5P4wb9x5R5jXvcdtmjRkz5QJ9i6RkhbHMrpjMwttW1NvrTGVnJV4WOh5nWHEzXsxXn3WnU4tGb/35lCzq9161Wl9y4sJVxs5ZRRWnGrS274lYIOHG3Sv0OjqNL3u1xTYfG7xUKVeN0cMnMH/5LJzNXPCR+5OsSeJ67GUa1GrC11+OzjdbTJj4UJjW+oLFykLOmkWzaddvMPNLh2WJ69dxl+vo65fA8IkzSEhVIEbL+Cu23E1M44tiaQZJ8V8HJVBpzx0iY+JwdXLg5wUz+GH9RlofOIpcpCNDo8fe1oZePdvTplEd9hw9zfQ/NxF9MQG5RECaRkCrhnVY07Mz1pYWJCTkHNL4d/R6PbuOnGb9pi0ER8QgEgqwtbKgc+sWdGvTlMfPQ/h5w1+cvHwbc4kAtU5AszpV6d+t4wdv6CORSHD1LEzsixcoCxuP6zZ/9oziRUsaPfdv4tmLJ/zw14+cOX8cgUQKWjU1q9RDoFIijotD45A95AjAKvgFFUxdK9+Lty7Tt3XrVvz88iZZ4b+Ak4MdPy+YmdnJ8fptdFod04sVoUyxIm/9pdS/eyd6fHUZZ5ma3v6pWZ7wRJWAMZdsiVDJ+XpQf9o0NB4icfnWPYra6rJqtv4doQDaeSVy5PR5A4FdKtCfUqXK0P+8hkXlI3E21yEUwNclUnA31zLlpgPtKjWmeVE/vqtaIasD17sSl5jEpj1H2HfkAqnp6Xi5udK5TT0a1qiEWJR7tZWQiCjGzV3FqGIT8X+tNF5R22LUdW3E9A1jadWiDuXz8e+/dtV6VK9Yk7OXTxMSntnJcUyVCTjYFWzstQkTeYVprS94JGIxsSlKarvlXE2kiUcG6x6lcL99NBJhZkfDxbet6HTUgb/qxmU5XCwleiq76rj14DGuTg7IzWWMGNCLwb27Ehkbj0QixtXRPus7q0X9mjSvV4Oo2HhUag2ujvb/aPdRr9ezYNUaLpw5yvji0dSpqkQAXI2TMG/f7xw8cYYXYeEMC4xjcas0rKV6ItOFrH6cRPevLvPropkfvKlP71bdWbBjLS88POBv4SzC9HQcr9+k55gFH9SGD82dB7cYMmUQsWVKk9KvL3qZDGF6Ortu3sJGo8XpxAki2rbN5skWJSZiee8eHT+fXECW/zd4K4FdrFgx4uLiTIuuEYp4e1HE+581X3BzcmDNwplMnr+EJTuDqWCfgVYPl2Kk1HBV0ssnkcWrfkatUtCxeXYPcoZCiZ009y0cO6mWCIVhcptAIGDG6GEs+XkdtQ8cp4KzFhuJjiuxEixt7Pll/lfvnfl9/2kwn4+ZSxmbCvR2HYKN1JZnKY/5+acdbN1zguUzvsZMmrNw/2PHIWo7NzAQ1y9xkjnT3rM7x8/tpnZgGoWi8rbZTHq6AGVKzl9ulX2qUdmnWuZ/VKCMyvnaj4U3PVNuRGSkwX8jt8fEGzCt9QWPQJApUG/Fi7GQ6PGz0mbbydfqM/sLvHTKFLPVsKp6Al+ds2XpHUvGlkkxuJa/tS6TSiUUcjdeslMgEODqZNyr+bZcvHGH4yeOsa9+KDav5RmVd1Szumo4ZbfrWV0zjhqvVdBylesYVyoRZ5mGyfOXsGbR7Pey4U20bNiWi3cucWLbdqIrVURZqBDodMgeP8bl4iU6N2pHmeLlPqgNHxKtVss3s74mqmwZMooXRy+TAaCTy0mqUhm1tRWOp8/gvmMXMZUqoHZzQ6DRYP7gAc4XLjGsz3A8XD3fMIuJ3Hgrgf3ll18yZ84chgwZQtGiRbMlvri4mGrr/lMKubsysGc3xs+cSw0XBY4yHQsrJ2YlmnTwTqXNmvUE+huGXcQlJnH+2g3OhWlQ68jWAOYlFxOsKVnJmzNXbvL75q1cufcEvR7KB/nRrX0bPu/ZhXNXb5GhVNK5kAfFi7x/zVe1WsPg8Qvo7tmPqi41s447m7tQwbEKyx/OZ9FPfzJmcK8cxzhx9jpfFMq5KUpV5+r8dHoZYcI0SM3bZjMWOiVp6Tm3AP438j7PFClRUCjAVKrpU8C01hcsMXEJLPl5LWIBDDtvR7pGgLlYz6BiqXT2fdURcV+ojKrOhi/MAgF8XTKFtocc+bpkZqnYJJWAS5FCJr5jgvn78tf2XXzhH2cgrl9yOFxGSTuVgbh+nd7+qXy/J5THz0MMEvrzGqFQyPKpi1m3cQNrd24gcscO0OspUrQEfQeOpXYedYgsCI6fO8qC1d+RkJaC/N49rC5eRFmoEMk1aqC1tQUgvVgxhJev0L54RY4dO0FiXAx6vZ7SZSoxYMx8ypWsWLAP8R/grQT2559/DsCgQYNMiS8fgA2btzK6eCxd/LK3lPW20vJ5kXj+2LqDkmO/BuBFeBT9R06gjmMChSz0bHoqp5t/9hJsj5PFnIiQ4hwdzfo/NjAsIIblzTLbsB8Mi2H2gic0adyErz57+/J5b8Phs5dwkrgaiOuXiIQienj3Z+zhoXz1WUcs5OZGx1Bp1MhExs8BSIRShAhIdnpGqnORPLMdwNpKR3KK8YYMHxq9Xo9aqUQskSB8QxjNu/B+zyTAJKs+DUxrfcERE5dAz2FjaOkcxcVWSTjIdOj1cD5GyvjLNoSmifmmZArPU0T8+tCCP+pmb3bma6VFLtYTni7C21LLnNsO1KpUGkd723x9lruPnjK5qvH15la8lLruOe+mSYRQ1UXDvSfPP6jAhkyR3bpxe1o3bo9KrUIoELx3Z8iCZvOejSz9cyWRdWqj9PYGgQCBUonFjRs4/vUXsZ06obWzA4GAdC8vCnt4s+eXMShVSkQiEWLRx1v95d/GW32S69at+9B2fLLo9XrO3nzIqjY5i5+WXun8cPxW1vWjZ8zjC59w+gWkci9RTJejDqRrBXT1TcdCokerg6MRZoy95kLbJg04dOQQu+uGGpTg6+ybQUOPUFoc2E/ZksWpUaFMnj3T2Yu3qGhTLcfzDjJHvKwKc+vBE6qULWH0mkC/wtxJvIGr3M3o+QdJ93CztaG4vQ1aW7s8sfsldrZyEkT5WzM6Iz2dg5s3cmLHTlJSk9HpdZSpUJWmPbrhH1T8vccviGcy8e/DtNYXHEt+WUtL5ygmlH6V9C4QQFVnFRvrxVFvrxPpGtj0TM7oUikGvQs0OrgcKyVZJSBFLeB6nIRJN1yIFrvz49Av8/1ZxCIhGVrjO6FioZ50Te67pAqdMNvuyYdGKvlnuUZvIj4xngeP74JAQPGiJT9oLe24hDiWrl1MaJfOWZ5qAL2ZGamVKqEXi7E5fpz4tm0BEGm1WYLaTPrPu0ObMM5b/QZXqpS99q+JvEOn0yMR5lwPWyLUo9Vlnr/14AlJ8TF8VimzrW0xWw2b6scx54YVi25b4WWh4UWqGGcnR8Z/05ctu/YwNCDWaH1rezMdw4rG8PuW7XkqsLVaPSJh7l4AsVCMVptzJ8aubRswde5aqjrXQv5a228AnV7L9rC/6F7XP0/sLWjSU1OZO2woripXRhUZT2FLHzI06ZyKOsHS0WPp/vUwKtetX9BmmvgEMK31BUNKWjpHzl7hTNMko+cdZTo6+WSwLdKF0k4pWc3H9HpY+0jOsrtWOJtrsZPq0CNg0nVHWjdrytyeHTGX5b9wqlG5AjufRVHMNnuFrHruSoads2VUyRSjVeISVQLORQgZVzooHyz9cCSlJDF75SzOXj6FwM0d9Dr0kZHUq9GQbweMRm4uf/Mg78iWvVtR+vkbiOvXSStVCsuLFxElJaGTy5E+eULloaZ26B+Kt35F1Gq1PHv2jLi4uGy1EatWNf2A/ikCgYBSfh4cC4+jqZdxL/bRcBmlAnwAuHL7Po1cUwza6QbYaFhdK4HoDCER6SJ+eGRLUJOW1KlSnnFzl7C0ac7e8caeCibufpKnz1S6hC8HH1ymvrvx0n6p6lSeJj4h0N87xzGqli1JjWolmHVhAl0L9SHItiQCgYDnKU/ZHLIBcxcd3WoFciNPLS8YNq1ahY/WhwEBr7blzcVyGnk0pahNMaZ/N4FiZcthnceeehMmjGFa6/OfsMho3K2ERh0hL6nmouSa0JnrL7ScjDCjlpuSxXcs2fPCnHW14yj+f4+2Rgfbg82Zsv8QjWpVzZOSqe9Kl9Yt6DnsFM09Uihhb9g50lOuIVEtYtk9a4YGJRuc0+pg4nVnGlSviIPtv7f+dFp6Gn3HfMZzB1vi+vTOSjAUpqez98xZnkwcyM+zfslzr/HtJ/dJdssloE8sRu3sjDguDqtr1ylXsgLurvnXU+JT460E9uXLlxk1ahSRkZHo9X+vt2yKy3sfklJSqVa1Kgv3hlPHLXvd0ySVgOWPHBnzzWstZ3PYXXM21+FsrsMq+O3n1+fsOP/HtKhXg6WrN/Ew6b5BU5aX7AjdSM0KZXNdQAUCAROG9mHL/mOs2/gDcQ+SEQlFiCVCOrdqwGcdmiMNOZb3xuczGWlpXDh+lPlllxpNLi1s6U15x0qc2reX5l3zNlbehIm/Y1rrCwaZmRnJSj16fc69P5JUQiwtLFg0ZQyDp8yhllMqR0NFnGwejZP5K2EuFkIHnwz0RLHg+x9Yu3RePj3FK7w93Zg8YghdFi2nY+FUWngkIxXCkQg5vz61oXObpmw8eZoriQn0KByHh1zLgyQJvzx1ROrozbKvBua7zTmRmJTAuStnyFBm4OPlS5ni5d5YCGDj7j8JlZsRW7uWwQ9UJ5cT1aA+ku07OHBsD60at3vj/Dqdjmu3rxAc9hy5TE7VCjVybH5jKZMjTEjMdTxhejrO5y5QyMqW9l17s3XfpjeOa+Kf8VYCe/LkyZQsWZIVK1aYmg/kEdFx8Sz+8VeOXbhGYWsBkak6mh5wYkKZJOq6KdEDB8NkzL/nRJ3adalevjQAFUoGMnqzFZNLxxt4sV+i0cGRcHOWlcgUtuWLF+FAaAxd/YzH3x4Mk1E+KG89HBZyc2aP+ZJxc2bSwr09tV0bYCmxJCQ1mN3h2wjRPWLdVxPfOI5AIKBD03q0b1KX2PhENDodzvZ2iEQ5lEz5FxIW/BwXC1fszHKu0lHGuhxnb56HrvlomIlPEtNaXzAU9nBFbmHJuWgp1VyMV9fYFOZA4061KV8ikK0/LmbMnCW0KHTVQFy/TpvCGcy+E8HTkDB8vfLfS9mgRiUC/Rewadd+xly6jFano1RQMVZ+0YJA38IM6NaOvUfP8P3BgyQlp+Lq7EivAc2pW7X8G/sk5AdqtZp5P83lwPE9aAt7ozEzQxYRgY1YyvSh0yhdPOcmDJsObCKufl3jb0sCATFlSrNh719vFNhXbl5iyrIpJOu1KFxdESsUiFbOpEWD1nzd9+tsCZnN6zZh95xxpJYvb3RucXw8ZknJdG3Zjb2n9jPhpzlkuLogycgct2WDNozo97Up0TGPeKtPMTw8nBUrVlA4h45H/1WeBIcSEhmNtYWc0sUC8kzYRcXG03PoWNq6RnK2WRL2Znp0Olhw25IRF+xIUgkRCAQU93GjTsNKlAkKIDY+EScHO0oE+GFr78TqR/H0D0jJNvaPD61xd/cg0M8bgG7t2jBt7kMaeoRmlf57SZxCyJIHTowb2TZPnut1alUqy0/zxrD6zz0MOr8e9HqsLazo2Lwec9pPwdrS4q3HEggEODn8N8MjhEIhGp0m12s0Og0CYcF/4Zj47/OprvUFjUAgoG+3zoxd8xOba4VlE83rn1jwJN2SxrUqA+Bob4uLvRXlZblX4wi0g9CI6AIR2ACers6MGNCLEQOyl2SVy2R0aFafDs0+vvwSvV7PmPmjORsTQkTv3ujNzV+ewOzpU4ZNH8qKaSsJCsiepK/X60mIiULt7Jzj+GoXF6Kjj+Rqw8171/l69tdENKifVQ0EMj3Q2w8dJmHRRGaPmmNwT9XyVXGVW5J48RKJlSoaiGyBUonbkaM0q9eCjQc2E9GwQWYXy9fG3XboMImLJzHzm1lv8zGZeANvJbArVqzIo0ePPplF9+b9x8z//gciIyMpag/RGQISNVIG9uhMh2YN33v8ect/ppVLFGNLJWYdEwrh21Kp9C+aTt39HlSpWIFTF68iO7Wb+2fhRgxUKVOcsV99wdyJ39J/5ETuJ8fTxzcBbystT1PErH5ix7lEe9YsfFU/umq5krRq3oIWe3YztGgsTTwVgJ4DoeYsfehIsyZNqV6h9Hs/kzGK+fswf8IQdDodKrUGM6nE5BH7G16+fiSpEglPD8Vdbryo//nEM5RuWid/DTPxSfKprfUfE60b1iYiMop623bR1SeFyo7pJKmEbA514EmGJavmTDFozmVlZU10Qu5f4aHJGs5dvUXxAN9/dUxzfnPnwS0uP7hBePduhl0eBQKUfn5EZmSw8NfF/Dzr52z3CgQCpDI5wvR0dJaWRscXpqVhbp67k2nB6u+IqlkDpY+PwXGdXE5Y82acXbeeB0/uU9TvVRimUChk+eTv+WLi58SEbiM6sCg6uRzz6Ghsb9+lcfUG3Hl8j8haNTNF+9/GDW/WlFPr1vPo2QOK+GRv8mbi3XgrgT19+nTGjh1LaGio0eYDFSv+dwqS37j3iCETpjOtVDStymUg/r/T+ma8hK/WryUpOYV+Xd4cN5UTqWnp7Dt+gZNNjGeL25vp6O6TxO7r5zjcKBp3eaYnI0Ut4Pv7KfQeHsz6ZXP54/sF/LVrP/0PHCY2OR1nGwtaNWnEny0bYWttZTDml706U6ZEEL9v2ca0vY/Ro6dCkD/jR7WlevlS//hZ3hahUPiP263/15FIpdRt04a1B39hZLFxSP5WfeVq7CWepD3mi3ozCshCE58Sn9Ja/zHyRc9ONKlbk0279/PT0yeYmclo3Lk2jWtVztb5tnHdWkyYdoLBgSkY21y9FS8hIUNL+q3dtNx/iI7NGzKsXw+Ewv9OiN2HYvPBLcQVD8rWQv0lGYGBPDy7hujYKJwdsycV1qvRkK137pBYubLR+23v3qNZ7aY5zh8aEUJwWDAZjeoav0AsJiGoGNsObWWM3ziDU04Ozvy1dCOnL55kx/HdJEeG4uvhTacZw5CZyegxsheKZg2MDquXSEgqXoxtB7fx7edjcrTPxNvxVgL7xYsXPHz4kLNnz2Y7919LfJm7fBUzSkXTxtuw6UspezV/1gyj3p/baN2o3j8u3B8eHYurpSBbuMbrVHZSciVWkiWuAawkesaUTCD+sohfN25nxIBefNmzE1/27PRW81YtV5Kq5Ur+I5tNfFha9erFiseTmXjrW5q7tKKIdSCp6mROxB7jYvw5hs+Zg5l5zk13TJjIKz6ltf5jxdvTjVFffPbG68oUK4IKCaMv2TC3YpKByI7KEDLgtB1NPTOYVymZOIWQPmcOsFwkZGjfHh/Q+v8G4TGRqArlXo1DZGtLTFy0UYHdp10fjo3qSbqbG6pChQzOyR49wvbxYzoNzTkMIyYuGoGdPeQSi660tyM0JiIH8yTUqVafOtUMw2+u3rqEwN4+c8s8BxR2OY9r4t14K4E9adIkypQpw+eff46Tk9M/3ubfs2cPGzZs4P79+6SlpfHgwQOD8wqFgsWLF7N3716Sk5NxcnJiwoQJ1K5d+x/N9648fPaCmJhoWlbI3lERwE2uo3khBTsOHadf5zb/aA5zmRlJCj06PUaTFCGzDqhcbFyAf1E0gVb7jzK0b4//VLLfp4xIJGbw9OlcO3ua41t3sunRn8jMzSlftzbTWq7BztGxoE008YmQV2u9iezo9Xpu3n/M/mMnSUlJxsvTizaN6+Hi+CrBOTYhkR0Hj/M8+DlyuQUNa9egfIlAoz+HB0+D0WlUhKSJqLXHmY4+6Tib67gRL2H3C3OaeWVwLlqGXp+Mg0zH6irh1Np5gF4dWmfb5fyQaLRaTl68xunzF9Go1QQVK0aLejWwtMjbOtB6vZ6bd69z9ORuMtKT8fAqQvMGbXG0d3rnsZzsHBAnJ5NjhLtOhzYpGTsb48nphT29WThuEaPmjETp5ERcYS/Q63F89hx5cgpLpq7E2SFnAW9nY4c+KYncyspIkpNxsn237wZbazv0SYlvMW7O8eMm3p63EtgRERGsWrXqvePyrK2t6datGwqFgvHjxxuc0+v1DB48GIANGzbg5eVFZGQkGk3uCWB5SUhEFCXs9Ua3215SyjqVK6Eh/3gOT1dn7OzsOB0ZSS0343++fz2V09bbuMj3tdKi1mhIy8h4p0RBEx83QqGQ8jVqUb5GrYI2xcQnTF6t9SYMSUlL55spswkPDaaTVwKlZRpuXpLTbvMOerVvycDuHVm/bQ8r1/1F80IKqtumEhcvYsacU1g7uLF42njsbQ07AO4+fJwu3imMKpHItTgJO1+YE5ImorClliNNo3Ex11FnrxPX4yWUdVDjZK6jjruaQ6cv0jGfEgufhYQzZMJ0HISptHaLw1yk5/je8yxfs4GpI4dQv1rehBwlpSQxbtoXJEQ9oXOhOBzNtFy7YEX3zT/Rs9Pn9OjQ/53Ga1O/NaeXTiKtdGmj3l7Z48d4uXvlWkO6XMkK7Fm9nyOnD3Lx9hWEQgHVO31B7Sr1kEhyb8RW2NMHZztHIp49Q+nrm/0CnQ6He/dpM+rdSjD6FPLDycaeiOfPs8V2A6DV4nD3Pm3GDnincU0Y560Edvny5Xny5Ml7L7o1a9YE4MKFC9nOnTlzhkuXLnH8+HHs7TPfCl1dXd9rvnfFykJOdEbuXuFopQTL92h1KhAIGNK/J+MXLWGTTSiuckNP9bpHch4kSWjhFW/0/hS1ALVWj7mZqa2pCRMm8pa8WOvftFO5c+dOfvrpJ8LCwrC0tKRx48aMGjUKqfS/maeh1+v5ZspsfJV3+bNRbJYDpyvpjAgU0nnfTkIjY7h6+TyHGoXhafGqw+3gwBRm3kphyPhprF82zyB+OiEhnpJyJQIBlHNUU85RnW1uLwstcYpX93jJ0olPSs523YcgJS2dL8ZMYZhfGN39UrOOd/dP52a8hB7fLcPRbiKlixV5r3n0ej1jpw6knPAWUxrHZu0MdyWdEcWEdNr5A3Y2DjRv+PbVsiqUqoS/swfpR48RXae2QSy2JDIS15OnGD56/hvHkZnJaF6/Fc3rt3qnZxIIBHzdexijF44nzNISzesVSTQaXI4cJcjLj1LFyrz7uH2GM3bRBEJbWmQb1/XIUUp4B1Ci6IfPzfoUeCuB3bZtW+bMmUNYWJjRxJdy5cq9tyHnz5/H09OTlStXsnfvXszMzKhbty5ff/01Fhb546ktW7woERli7ieKCbTN7jnX6mDjCxu+G1DjveZp07g2j5++oMHGbXTyTqWKQxpJ6sxs8ftJEso6ZmCew09m0zMLalcogURiqlNpwoSJvCUv1vrcdirv37/P6NGjWbRoEY0bNyY8PJz+/ftjYWHB8OHD8/JRCoSEpGS27T/K5WtXEYuElCxRikB/X8JCgvmzcWy23VFncx3LKkbQ7shpfqkeayCuIXMXf3zJeBofteTctdsGSenOzi48vG0OGN/t1OnhcbKYVLWAsZdseJ4qIjhNSjW/BNQaDZIcEvgUShUHTp7j6ImTKJQK/Hx96diiKXZ27yaEdxw6TjmbJANx/ZJS9mpGBcWw+ve/WDJ9wjuN+3eu3b5MSuwzpjSMzRZ26SbXsbhCOIN/X0bT+q3fOsFTIBCwdOIyxn03jmtrfiWtSBGUZlLsomKQxsYyYchkREIR4xeOIzwmEidbR9o3bEPFMlXyLIm0aoUaTPpyHDNXzEDj4kKCkyNmCiUWjx5RsXRlZoyYkRU6lJaexoHjezh65SQZCgWli5SgY9OOuLlk97BXq1CTCZ+PZYLfc7gAALATSURBVNbKmaidXUh0fjVupTKVmT58hik0LI94K5U2cmRm2beZM2dmO5dXiS8JCQk8efKE6tWrc/jwYRISEhgyZAhz585l2rRp7zSWjY0ctP9MgH7VrxtD1v/KH9UNa5FqdTDmmhMBRYpQs/L7v92N/LInHVs15Pcte9jw8CEymYwuA+tRrVxJmvcawl/PUujsk2Zwz7U4CYvvO7BueW/s7D6u8JACscfCDGtrc7DN21g+ALsPMGZB8197po/5eaQfQaOMf0JerPW57VSGhIRgY2NDkyZNAPDw8KBOnTrcv3//fcz+KDhx4SoT5i6hoUcGfVyTEKDnwNk7/PyHhIZu6TmGHpaw0+Ai0yDJ4bxAAF284th/5JiBwG7dqB69d+9nRFACVpLsLXkPhMpQ6WDGdRt6FkmjkYeCaEUGf1w+Sudr11k1dwrODoYxxM9CwvlizBSKyFPp6BmPtYWOi0/u0Gf4cT7r0o4+Hd/eC3zg8FFGFUrI8Xy7whlM2XGPDIUSc9k/35E9cmwnXQplF9cvKeegxkyfxv3Hd43Wrc4JC7kFSyYuITj0OacuHCNDkYF3TV+qlK/OuAVjuRn8kNigINRFCiNOSuLCyun42ruwfPJyLOTGy/O9Kw1qNqZm5TocP3sks5OjuZzaX07Fy/1V4uS9R3f4auoQ0l1difP3RS9x5Prz22weuokhPb+iU4su2cZtWKsJNSvX4cS5IwSHBSM3l1Nn0DQ83bzyxG4TmbyVCj1yJPeC6HmBhYUFIpGIkSNHYmZmhrm5OQMGDGD69OnvLLCTktLRqXMuwJ8bbRrVJzwyhtrb99KmcDolrdOJzBCzMcSOQoV9WDB2JAkJaW8eKBfs7CxISEjDWm7FFz2z//KvmjOFryZMZ0NwKq3d4jET6TkWY8v5aCkzvh1KYTf397YhL3n5PPmNJE1JcnIGWqnxLpX/FDtbOQmJeTtmQfNfe6aP/XlkEjG8e25VgfOh1/oaNWrg6enJnj17aNKkCWFhYRw9epSBA9+9Nfb7OFLymkfPQpg0fwnrqocZhGo08oymt6+ELsccuJsgJsjOeE6Rs7mOFE3OXkNnmRalIs3AkWFn50/LxnXoffYoKyqGZ4Ub6vVwOkrK1xds8LfW8kfdOCxfE+CdfEJYfDeF4ZNmsWf991ke1wyFkkHjpjLCP5Suvq/W83ruSvr5J9Fx+1Y8Pdzo2Pzt4rfTMjJwNtfmeN5CosdcIkRqJszdQaMyRyIWYWdn/IVapUrG2SzneQQCcJYLEAjVRsfIadxX54MoUzIo6/+jZo3hcmoc4V27ZFX5UAJpJUuSfuw4k5dO5Je5P+Q65rshp0vbDkbPJCTGM3TqEEJq1UDh7591XOnjQ0LpUnz/1w8U8/ejVlVjhSLkdGnbMQ/t/DC86edTkAjEuXv632p18vD48F2ggoIyf4Ff35ooiG0KgUDA4N5dadesETsOHOVMeBiWrlbM6VebkkX98sUmv0Ie7FzzPcfPX+XsxUtoNWoqVg5iar0aWMhN5dpMmDDxYfjQa725uTkdOnRg8uTJjBo1Cq1WS9u2bWnTps07j/U+jpS8ZsWaP+njm2A0DrqUvZovAlP55aEF31XO7H+g0MKOYHM2P5MToxASrRBxO0FCLVclZkY2P24mmuNS1INb956xcdc+zl+6gkarpXjRADyLV6XuwYtUdNbibKbmaqyYkORMsb2oSqyBuIZMwTk8KJHNu19QvXUfmtStSccWjblw7TZ+shQDcf0SJ3Mds0pHMvbn36hftfJbfQ96uLpwM/4JxYyEWwK8SBWhR4hOK8jVQSNKyUCtkZOQYPyF2snZh5u3LWifQ6iMUgsP4rVYWzplG8POLudxjRGXEMv+Y/uJ6NM7ewk9oZDo2rW4uHoNN27fo5DHh08UXrv5d5K9PA3E9Uu0NjZEVqvKgtXLKRn4dsmkqXezh/MUJBYWUtLSVPk65/2Qu2w6u4m7ofcRi8TUKFqNNlXa4mKXPSdQYiGmiFfOLwA5Cuzbt29TosTbbaeoVCpCQkLw8/PL9TqtVotGo0GtzlyElMrMxVEikdCwYUO+++47Fi1axIgRI0hISODnn3+mcePGb2VDXuPm5MAXPQru7U4sEtGgekUaVDc1djBhwsSH40Os9Tmxbds2Fi5cyKpVqyhXrhyxsbFMnDiR0aNHs2DBgn805sfA0bOX2F0nZ3HS0Sed+vuc+a5yEnEKIV2POeAg09KvaBrelhqepoj58b4Fh8NkbKgbh630lShOUAr487kVX9Zxo+ugkXT0TmVu0WSkIj3HIl+w5okt3Vo3w8/Hm9S0dOq7uaDValm+ZB7+1sY9uwIB9PBP5WqsEvWNLXTafQA/Txc+8zSeXA9Q1VlF2uUUgsMi8fZ0e+Nn0r5VC1Ysf0Tbwi+QGnlp+OGhLa0b1s4xFvxtadGoI/12b2BoYDwORvpLbHomx887AA9X451y34Ujpw6S6u6GXiYzfoFYTFqRIpy6cJzu7Xq/93xvYt+ZQ8SXDsrxvMLfnyeHj5CaloKlxZtLM0ZkpIH/x5NsbGUlIiUl+0vrh2Lj5tXsP7qThNKlyGhYC4FGQ/Cj++xY2puhgyZQukwVg+tlMj25ZSbk+Js9aNAgSpYsSZcuXahevbrRwP2oqCh27NjBhg0bGDJkyBsX3R07djB27Nis/5cqlRlPtm7dOipXrszq1auZNm0alStXxsrKiiZNmjBixIhcx3wX4hOT2br/CKfOnEGl1hDg70en1s0pXsRIGRwTJkyY+AT4EGt9Tty+fZvKlStToUIFAJydnenUqVNW7Pe/lQyVBmtpzs3DbKV60tQCbseLmX3DmtpuCsaVTskqRRxoq6Gpp4IJV6wZfs6WX2tnxi4/SBIz/LIrtatV5ftf1/N7zXBK2b8SHCXskunknUrb/XsZNXw4TWtXBeDkxWvYm/+PvfsOi+pYAzj828rSewcBRUGw995718SexFQTo8ae2FsSY2+JLXrtGnvvJvbee++CgPSFhe17/yBBCbuIiqDmvM9znxvPnDNnzorDt3Nmvsl5sZ2T3IS9DH4qG0crPyWfH9bg4GX5GUQicLASodbmbkSxVsUybAgMpftJHT+Xforv3ws4U3Ui5tx05K8Ed5Z3/iBXdeXEx8uXNs070/HAH8ysEJk5DUdnhHX3bZhwzYtp40a89n0AVu9Yjd4p5/nVWis5Gm3+vFnRaNSYcsooJpEglme0JzcBdny6mjjrt+OtEICDtQ6lXp0v97p+/Cg7juzkSedOGG2ejUrH+/igLFaUGXN+5pspM3B0fzb3z95KTvUc6rQYYO/atYvff/+dQYMGodFoCAsLw9PTEysrK5KSkrhz5w4RERFUqlSJKVOmZHaYOWnXrh3t2lneZrxo0aIsW7bshfW8inNXbtB39HgaeKsY6JeErdTEsad36TP0FK2bNaH3Z13fyH0FAoHgbZbXfX1ObyrLly/PmDFjOH/+PGXKlCEhIYE1a9bkegT9bRXs58Gp2Bga+poPTk7GyvFxtafLMRsMGhWLaydk2+dDJILhZZSU3uhF2wN+qI0SotOldOvQmpjYeDoHpmQJrv/haW3kh7CnLFmzjjpVygNQuJAvl+MgXY/FjFQnY+WEOmbUV8ldi6+tgeOxCur5mH+GOLWYqFQjvp65W1wgFouZMvIHZi5cRsNd+wlxNqGQwsVYqFSyOEumf4Ork2Ou6nqR7p/0w9nJna5r5+FupcNNYeJaAvj7BjH15zEUKxz62vd48PgeMQmxyNWpOW7U4vgkiqC6+TNoFxwQzK0nT9B5mt+0RpKQgFQkxtHBKdd1FnNyzqPWvT5nJxsSJfmz1mbRlk3EVauWJbj+h87bG1VoCHcP7qPTl99kHle8IJubxVIbGxv69u3Lt99+y6FDhzh9+jQREREkJyfj4uJC165dqVmz5iuPZOSnxGQlfUeP59cKT6jz3OYu5d10dCmcygd7dxIUEECLeq+Xfk8gEAjeNXnd1+f0prJZs2bExsYyZMgQYmJisLa2plKlSowePfpNPFq+6dCmFb+tjKaOd0S2bCB6I/x2y43Pu3RCqUoj7vAiixlDrKXQPNCIKKQeTWpXpUxYMWRSKW0++5ZZpSznr27qp6bPyYdotFqs5HL8vDwICw5i+d1EvgpJyXb+/RQJeyIUjCz7rM6viqUw/KwT3YulZMmg9Y+5Nx1pUK0i9i+xA6NMJmXA15/R45POXLx+G73BwKigQll2r8wLIpGIDq0/pl3zTly+cYm0dBU9vAsR4BeYZ/c4fvYo6mLF4PEjFPfuoTbz70EeEYEkPp6alfNn9+muLTpzauIgVGFh2UeyTSZcz5ylTaM2SCVvx2Lgt1VaairRD+6jbtrE4jnK4GBOHz+WJcB+kRd+6nK5nAYNGtCgQYNcV/q22bhrH/W907IE1/9wVRgZXeopP69aS/O61YX8jwKB4D8pr/r6F72p7NatG926vfn5qfmpeb0a7Nl/kM+PGRhZMpaijhnTFO4oJfx8xQOJe1FaN6rNkvXbsZZYnoYBYC0x4u3vS8VSz+bW6g0GFDn8tpaJQSoWYTA8q3vwdz34rP8w1Ab4JDgVR7kJgxH2RVkx7Iwjg0srcbF6dn6wgx47WxvaH/JlXJkYqnpoEYkyRq7n3HRkZ5w3S4Z/kqvPQ6PVIhaLM+dX21grqFquZK6ufZ7JZCJdo8VgtJwl5HlSqYyyJcq/9H1yw2DQY5BKSW3QAOetWxGrVKSFhWVsQmMwYH3rFo7799OkTnOk0px3aswrpcPK0rBSHXZv2kJU7ZoZI9kiEeKUFFxPnaZQShqft3+5XSz/iwwGPSKJxOyunf8wyWQYXnJn8f/E15pDx47R3zfJYnktLw29TiYQl5CEu+vb83pEIBAIBG8/qUTC9DFD+X3lOtpv34291IBYLCJRI+bDZg35umt7ZFIp4UULM2WrPSZTotkZBkYTHHxqw9jgwCzHw4oW4UB0BMEO5hdSno6T4+nikCWfdKCfN0umj+PXBUupvP0yThINqTowAak6MSPPObL3iYKvQ1Kp4aXlYIwN1SqUo2ypcAb/sZa0M6k4WImISjXSoFpFNk3+BpnY8gI4vcHAuh1/snrjFh7GJGI0QfnQAD7u8GHm1JXcSktXs2zDdtZv30m8Mg2jEaqfrUTnDj1eevfCvBIaHI7DztUk1KxBQtu22B8/jsORIxjs7RGnpqJ3d0euUNCkTvN8a5NIJGLYt8MJ3voHSzYuId2oRySTY0xR0rh2U3oP+S5Xc6//62ztHbC2tUMWHY3Owg7i1g8fUiTk5aYa/ScCbJ1Oj400eyL+f4hFoJCJ0Ope7tuJQCAQCASQMR2iZ7dOdO/yIQ8io7C3V+Bi74Rc/mw0s3KZcNQSe7Y/VtCiUPbFWxse2GBl50zZ8JAsxzu2bcWwHy/zQYAKZ6usv8v0Rphy3Y2ObVpmewNbyMeLSSO/Jzo2gY+/+4Fg63hGlFVSzlWH2iBiyyMFfU4482VICovvOjLrq+YUDw6idcM6PIyMRq3V4uvpjr2tTY77HegNBgaMGU/q46v8XDyWarW06IywMyKeCdMjuNmyFV93zV1WrlRVGl8OHEGA6TELKyZQ0kVHqk7Ehgd7GD72PL2/GUPD2k1zVVdeKl+qIo5iKYpbt1CHhJDQpg1ilQqxSoXR2hqriAgCrtygTPjr72z9MkQiEZ1adaFDi04kpUSTkJCKj5cfNtZvb/7ot41YLKZJm3as3f8nUS1aZBvJFqel4XzpMs3GTXi5evOykW+r0GLBHHlqOX/0HaUEnUmChzB6LRAIBILXIJNJKRroT/HgwCzBNWT8Ih8/bABDLnrz6zV7EjQZv4Lj1GKmXnVg7BVPfh4yIFugXL5EKI0bNKDdQT/2RFphMGasszsbJ+Ojoz6IPULp1LKRxTat3baLMg5KNjSIp7ybDpEIrKUmOhZOZ0ODOKZecaBJg3oUDw4CMoK2QD9vQgsH5GrO9eqte0iLuMrqWpFUdNPyMFXCU7WEVoXUbK4TwdpNW7h8806uPr+ZC5cRJnnIvCoxlPx7UaedzMQnRVWsqhnB5FmjSEiMz1VdeUkkEjHx+4n4HDqC46nTiNPTMdraYrSzw/7aNXyOHmfCoPEFNs1ULBZTJDCY4KBiQnD9Cpp80IFgewe8t21DFh2dcdBoRHHnDr7rN9C4ZWuKhFpOiWjOf2IEu32r5vT4/jgfFc6+eMNkgmnXXWnbtAGyF6wIFQgEAoHgdZQoVoQl08axYOVqqmw/i1wsQmuExjUqsqxvBwr5mH9F3ffLTwgJDmba2vX0PBGDVCzC0c6Wjm2a07VNM4v5pHU6Pet37GV9LfPbiQfYGfioqAZdDvNPc2IymVi1aQvjQmOZctmeP+7aYC01oTWKsJMa+TJExeeFE1m1aRslf+ibY11p6Wq27zvKn43izU6hCXXS08xfzZbd6/i009ev1N7XERocxuJJS5m3+ncOL1qcMW/XaKBWtfp8PXkp/j5vfnMZwZshk8sZ8stkdq5bw+7NG0hXpWIyGPAKDKLtt72pVLvuS9f5n4goQwsH0LF1S9rt2MrIkjHU89YgEcMdpZSp1125LyrE0DzIxykQCAQCwYsE+fvw8w/9GKXVkZKWhr2NTbbR7n8TiUQ0q1udZnWrk6JKw2Aw4GBnazZv+fOiYuNQiA0EO1ieAlnfS8Wkq1df6VlUaelExycz7Yo9HtZG1jeIJ9hBj8kEp2LljDnvQKCdnkvRN15Y173Hkfjag4+N5YWg9T2SWHbtJJD/ATZAgF8g4waMQ6vTkqpKxc7WDrns7dmcRfDqZHI5rbp8RItOXUhLSUEilWJta/vK9b1UgK3VaklISMBozPrD7+Pj88oNyC/ffNyBwAB/pq5ay3ennmItE2MUSWjbtAHDOn2AjbWFnZkEAoHgP+Zd7uvfJXK5DFf5y+eCfplUeWKxGJ3RlFPqZnRGEdJ/b/2d2/olYvQGE85WRuZUT8wcJReJoLKHltX14mm00x2DmV0W/00iFqN7QcIQnREkr7n7Y16Qy+S4OOVtukHB20EsFmPn+Po52nP1U/rw4UOGDRvGuXPnMJmeLbAwmUyIRCKuX7/+2g3JD01qVaVJrarEJyWj1elxc3Z87W1aBQKB4H3xvvT1gmd8PNxQWNtyNl5GBTfz205vfeJIleqVXql+aysrFFLoVyLV7BQUe5mJ7qGpLI7yeGFdwQH+JOkk3EqWUszR/Ij7liduVGzW8JXaKhDkp1xFl8OHDyctLY3Jkyfj4eHxzueKzqvdowQCgeB98r719YKM0biuH7Rm9IblrK4Zia0saxaSk0/l7Hliw6Ym9V6p/tS0dAwmUeaCRHNqeGr5/aHl8n/IZFI6tWrGiP0bWFL9CYp/Darve2LF6XhrBuVjKjyB4FXlKsC+cuUKq1atIiQk5MUnCwQCgeCdJPT176dOLRtz885dmu07ydfBcVTz0JCiE7PhsQNrH9ozcdjAVx54kkml6E0iNAawsjDLJEUnwkZhZb6QjDR/J89f4dSl6xgMetLsC9N8n4QewXFUcNOSpBWz5qEzWyPtGT9qtpAl42/RT6O4fOMiACVDS+PsbH63Vb1Bz9mLp0hISsDN1Z1yJSogecUpQYLcy1WA7eXllW0unkAgEAjeL0Jf/34Si8WM7t+TY2drsnrTFmYcf4SVXEadalVY9X1TfL3cX7luhZWc8qFB7HgcT9vAdLPnbHjsSO3qVc2Wbf3rMGPnLCFNp8dga4ve2RlpshKFSsavkaFobinBJKdRww9YPKQT7q4vnmryvktMTmD0zNGcv3IWY6GMzCXiWQ+pWLYSw3uMwNnx2dzwbXs3M2/xb7jIXfFUeBGV/oQUo5KeX/alYS3LW4MLXl+uAuyBAwcydepUJk2ahJOT0xtukkAgEAgKgtDXv79EIhHVK5SmeoXSeV73p53aM2biQyq6R+Jnm3WV4tEYOZsj7FgzrHG26zbuOcjouUvRikQktm6N1tc3s0waG4tx+zYGNq+Nr31zKjWrmeftfhep0lL5YvDnPPB2J+HzzzDJMrLPiHQ6Uk+d4t4Pn7F86gpsbezYuGMtS5YvpH/IUILsC2fWcTv5JjPnTMJgMNCkrjDd5k2xGGA3atQoy/y7p0+fUqNGDTw8PJDJsqYT2r1795troUAgEAjeGKGvf3VGo5Hj5y5z8/5DZDIZtSqWIcDX+6XqSFdr2Hf8DFFP43BysKdhjUo42tu9kfYaDEaOn7/ErfuPkMlk1K5UjkI+nlnOefQkmoOnzqPT6QgJCqBquZJmUwFqtTr2nzjL46gY7O1s+LBtG5qu3USnoFTqeqaiMYjY/MSJP5/YMGXkILzcXbNcr9Fq+fn3ZWhFIhJatkTnnfVz07u7E9W2HdP/WMGPXV5tfvj7aMPOdTyxsya+evUsaWFMMhnx1aoh37WbDTvX8WHzjsxZ/CtjSo3H28Y3Sx1FHUPoHzqUyfN/on6NRtn+nQvyhsUAu1WrVvnZDoFAIBAUAKGvfzXnrt5k+PhpOIhUVHdLQaWX8slSa8qEh/LjD31xdn5x/tw12/bw66IVlHXTU8xWxVm1gqm/L6Jji0b0/qzrC3Ncv4yzV24wbPw0XCRpVHVNIVUv5aOlK6lQMoyx3/fBBIycMJ1zV67TxC8dO6me37ba85PRhp8H96N+zfKZde3Yf5QJsxcQ6qijpEMqj7VW7I2QU6tyOVIcHZhw4wYSiYTqNaqwpUk9nB0dsrXnwIlz6OzsMIjE2YLrfxgcHVH7+nH+znlqYXmnyv+SNbvXEVeruvmciyIRcaVLsWb3OlydXQlxKp4tuP5HkH1hvK19OHbmMLWrCl9g3gSLAXavXr3ysx0CgUAgKABCX//ybtx7SN+R45haPooGPprMWGdMGRh9MY1eQ8eycdGMHOvYsOsvlixfxqY6T7JsAhObLuaLw7uYbjDQv/unedLea7fv03fUOGZUiKa+jybz+JjSMOpiOj2HjcVkNBHGHU61iMvM3mEyJfLXEyv6jPqFVXMn4uvuyV9HTzF19lxWVIvKkjkkqbSInqf0yItVZfHMSS9s05OncajlVugcsgffz0t1cychNeHVHvw9lBQfi97NzWK53s2NpPhYYmKj8ZX751iXn3UAMbHRed1Ewd9y9fW4fv36JCYmZjuuVCqpX79+njdKIBAIBPlP6OvNi46NZ8GqjYz79XfmLl/HjN8X0Tc0loa+miwDiQoJjCsbh0kZyd4jpyzWp9Prmfm/5cyv8iTbDovu1kYWV4tk/c6/iEtIypP2z1mynEHF4zKDa40BNjyw5peLDtiKNMQ+eUhizGN+KReXJTWeSAQNfDUMCI1lxtzFmEwmZsxfzIwK0dnS8jnJTSyoEsXhk6e59zjyhW1ycrBDbtAjSU3N8TxFihJbq1ffTe9VmEwmzl0+w/T/TWHC3F/Y/udm1GrzCzjzm7WtHZKUFIvlkpQUrG3tcLBzINEQn2NdCdo4HOyFtMVvSq4C7MjISLMry7VaLdHRwrcfgUAgeB8IfX1WRqORqb8v5oPufYk/voKQqE0knVrJqUs36BiUZvYasQi6BcaxdtM2s+V6g4G+oyfgLkkh3Nn8ZiouViaa+qnZvv/oaz9DkjKF05dv0v7v9h6JllN5iydr71vja2vAxcqIAh2J6XoepppP3dYhKI3DZ69w4sIV0KZS3VNr9jxrqYn2ASls2XPghe2qV7UC0vgE5FFRSJKTzZ4j0miwvXuXMkXK5u5h80BMbDSd+nSk3/RhLHh6lyWp0fyyfTlNP2vEkVOH8q0dljSr0xynK5a3tXe6epVmdZpTt1oDzsaeIkWnNHtegiae64lXqFm59ptq6n9ejllETp8+nfnf58+fx/G5rSMNBgNHjx7F28LcKYFAIBC8G4S+3rw5y1Zz/uhejjaNxNkqY4OWBylqDka6YvevDVueF2in5+lD86OHU+ctIuLOFco65bzxSpBNGtEJOY9A5kZicgputhJspCauJUrpccyZudUTswTJvcJSWXTLhk77XdnTJBZHedZns5WZcLEW8/hJDIH2RotbrgME2Wo4Fh/7wnY52tvRuVUjlu05hPO2bSS0bYvR5ll+a5FWi8fWrbSsXgonO6eXfu5Xodao+WrYlzwoEkRyhWaZ85xV5cohi4pi2LRh/DbqN0qG5n0mltzq0qorW/t0ROXlSfq/8tVb37yJ0+27dOk1DhdnV1o0bMOMk5PoHzoYG+mztwApOiXTb0ygQ6su2Nq8mQW1ghcE2B9//DEikQiRSGR2np6NjQ2jRo16Y40TCAQCwZsn9PXZparSWLlpJ382epIZXAO4WBlJ1IhJ0YmwtxBk30+R4vmvebJGo5Fdh06wcddfhDhoOP5Uzh2lNNsUkX/cS7MhwNXyXNvccnFyIE5lQKUTMeeGHT2LZx+BFong85A0zsTJWXPPhq9CVVnKU3UiEtKNFPLx4n6KGJPJ/Bo7gHsqBW6BucurPfDTjmg1Wlbv3IfHwoWkBwejd3NDmpiI3e3btKhTjdFdarD/xCs9+kv78/Au4m2sSa5YIVuZztubp1UqM2fVPGaPnp0/DTLDw82TuT/No+9PfUm9eIm4wIw82G4PHuJgMDL1p3l4uGVkhun9ZX+m6yfS98A3VHGvjofckyjtE04+PUbbph/yRddvCuw5XpcyMZFDO7bx4OpNxFIJJatVpnLd+sitLG9olN9yDLAPHjyIyWSiTp06bNy4EReXZ8nLZTIZzs7Owla6AoFA8I4T+vrsDp06T0UPPT42WafMOMhN1PbWsOpu9kAUwGiCJQ/c6T2gReaxhCQlvYaNRZP4hB9KJuGuMHI+XkbbP11pH5TOiDLKLAFrgkbMzscKttSp9lrPYDKZWL5hK2KTnpV3rdn5WMGP5c1PxwDoUiSNXy46ZHuuVfdsqFmhJJXLhCO2sudwtBW1vDXZrlfpRKx5YMfivnVz1T6xWMzwHt34qn1LVm/fy6lL1zEmPKV8WDE6DeyOr5c7kvibL/fQr2H9X1uICwu1WJ4eGsrl+fNJVaVgZ2ufb+36t6JBIWz5fRvHzx7l7JUzAJSv15FmDRqiVD77e5FIJAzoOYSu7T9lz6GdJMTHE+YeTt/aA9/pDXuO/7mHpdOmUcm9ClXtK6I16jixfC/r58+n3/gJBBQtVtBNBF4QYHt6ZnwLunHjRr40RiAQCAT5T+jrs0tKScXb2vxc434lUui4zxU/WwNN/NSZwXG6XsTIi25InP1oUL0iKSlqTCYTfUf+TDWruwxvlJB5botCanqHp9JpnyvzbtjyTfGMoDY6TUy3I560b94QNxen13qGdTv2sm/PduZXj+fro85AxmJES7xtDCRqny3NMplgd6SC6TfdWTPvU0QiEf2+/py+U6bzv6pRlHV9Ns0lQSOix0lv6lStTJC/z0u109PNhe+6dXzJp8t7ypRkDHYhFstNMhlihTWpqtQCDbAhI3iuUakWNSrVynLMHC8Pbz758PP8atobdePSBf6Y+RujS/2Cv22hzOO1vetx8ulRpgwaxM9LlmDv6FRwjfxbrnZyhIyOd9GiRdy+fRuA4OBgPv/8c0JDLX/bEwgEAsG7RejrM/h6urM72dpsWXEnPYtqJdDtkCvjr0qo5akm1SBhb6SCSqXDmTXwO6TSjGDn7JUbJMc9yRJc/8NJbmJm1SRa7nEjIk1CTJqE/VEK6lStSJ8vPnqt9hsMRv73xzrmlIumnJuOhTUT6XLAhYepEgLsDGavuZ4kI0krod8ZD+wkBo7F26IW2/Hrj/0IKxpEYqKKOlXKo+3dk89/+51AOy2lHFXEaKw48ERGm4a1GfDNZ6/V7oLk6+nLtbg4dF5eZsvFKhUmrRYnR+d8bpngHzuWrqCj/0dZgut/VPaoznnlWQ5t30bzLq/37ycv5CrA3rFjBwMHDqRUqVJUqVIFyFgI065dOyZPnkyzZs3eaCMFAoFA8OYJff0z1SuUZmy6nHNxMsq5ZV+Q6CQ3YhRb0a9fXx5GROMjk/J5xTL4eWV99b730FHa+ydanLNczFFPgJ0egxGKO+k4mezEuB/6vPYmMzfvPcTKqM4cZa7soaVb0TTmXbdlXMXsmSUMRph/z50en3+EVCJGq9MzMKgQlUqHZWtLo1pVqFutAodOnSci6in+tjYMqlIeF6ecc1q/7To37cCFeT/zsHhxMDMa7HDxIvWqN0RhpSiA1gm0Gg3XLp+jX7X+Fs+p5VqP5X8ufXcC7KlTp9K9e3f69u2b5fiMGTOYOnXqf6rTFQgEgveV0Nc/I5VI+P7bL/ny19nMqhRNFXdtZpB8MV7GNye96fPFR9SuVA4qWa4nXZWKq5X5EeN/eFgb8bM1sOieK9/3+AKZLNcvly1KU6txUWRdjNgjNJWWe92YcdVI95BUrP++TYJGzKiL7khcAujYogEy6YvvL5NKqV+t4mu3821SuVw1SvkWRrdrN9F1amO0/Tvzhl6P/eXLeNy8zddT/luLfd8mWrUamUSOlcTyQkZ7ucNbk7M8V/+KY2NjadOmTbbjrVu3ZuHChXndJoFAIBAUAKGvz6pxraqIxWIG/L4Ia2MaRRz0PFZJidXK6fVFV1o3evFivsCAQM4csaML5vNmaw1wNk7ONbUr3/f+gsa1qlqs6/aDx/yxcSvHz17AYDBSolhhOrZtReUyJbKd6+/tye1EE2l6ETbSjHnX7tZG1tePY/AZJxbc9KSMiw4NMi4lWtGoRiV+7fVVroLr95VYLGbqsGlMWTCJXcuWY/LxxSiTIo6IJDgwmDETFuPt8XLzy9+Uq7cus3bjH1y8eh6AUuFl+OLjzynkU7SAW/bm2NjZIZPLiFRF4GvrZ/acO8k38S6UffpIQcjVv6SyZcty9epVAgMDsxy/cuUKpUqVehPtEggEAkE+E/r67BrWqEz9ahU5f+0WMXEJuDo5UL5kcaQWFpT9W+vGdWn5x3r6F5fgZ5t9JHv1fRv8fX34Y/aUHKeFbPvrEBNnL+CzIkn0rKxCLjaxP+oJY8Zfp2H9BvT98pMsmV483VwoG16MJXcS6RH6bOc/X1sjy2oncDZORueDngz4+jPG16iEs+O7Pb0jr8hlcob0GEavj3tz/spZtDotRYNCCPALLOimZVq1cTnLVi+iqXcrfiiWMaJ+Jvok3w7oQdf23ejc7uMCbuGbIZZIqNW8BVsOb6BHse+ylWsNGnY83UqHbtlTjRaEXAXY7dq1Y8KECdy7d4/SpTMSrF+8eJF169YxYMAAzp07l3luuXLl3kxLBQKBQPBGCX29eWKxmPIlXm2Rp6uTI99260T7VauYUj6aqh4ZU03S9SL+uGfL9JvuzJ/UL8fg+u6jSCbOXsD62pEUc3yWN7tbURWtCqXRdv+fhIWE0LhWlSzXDezxJZ/2u4/JBN2CU7GVmTCZ4EycjIHnvPi8Y2s6NG/wSs/1pphMprciJaS9nQO1quQu3WB+On/lLCtWL2FsqQm4Kp7lG29h04aq7jUYvXYwocXCKFuifAG28s1p2rkzPx/+lkV3f6edfwcc5U4ARKoiWPxgPn4lgilVqXLBNvJvIpPJZDlnz99yu3pcJBJx/fp1i+Xbt29nxYoV3LhxA5VKxc2b5vNbXrlyhY4dO1KuXDmWLVuWq3s/L/nGSYy67Dk63xbOzrYkJmbPn/quKqjnkd3dw2m36hjcLKdVehXOTjYkJpl/nfuuet+e6W1/HoVMSo0ib8drypeRV319fnjX+vkd+48wb+lKdOmpuNvAvSQTJUOK0P/rLwgO9M+xrnG/zsP90Q6+L5FktnznYwWzYkqx7NdJ2coeRkYxZc7/OHv1JkWcRCSowSSz4YsuHWjXpN4rP09eSkhSsnjTTtbuPkBKUjI2dra0rFeDLz9ojp8knj1HXKnUrGae39fZ2YbExLe3HzFn8Nj+FE4uSiNf8+sh9kTu4K7DLSaMmvbSdZ848hCXRi4vPjGfWOrnU5VKVs+azZnDB/B28ENn1JGsTaR+m3a0/PhjxLl8u/S6XtTP52oE+6+//sqTxjg4ONClSxfUajXDhg0ze45Go2HIkCFUrFgRgyHnhSECgUAgyDt51dcLsmtWtwZN61Tn9oPHpKrS8PF0x8vdNVfXnjh7gbllUi2WN/RV0+N4JGqNFoWVPEtZgK83M38aTmx8Io+jYrCxVlAsqNBrZynJK1FP4+jQfzSxPr4ktGiJ3sUFiVLJ0suX2dZ7GCsGdwFy9zn9F5y9fIrO5btZLK/iXp01Z1fkY4vyn52DA18MGUynXj158ugBYomEgCJFkcpkBd20LHIVYPv6+ubJzWrWzPgGevLkSYvnTJs2jSpVquDg4MCpU6fy5L4CgUAgeLG86usF5olEIooFZYx4panVxMQl4ORgh5VcnuN1RqMJWQ7xsEQEErEIo9Fo8Rx3V2fcXd9c/ma9wUBikhK5XIajvV2ur+s3cRYRocVJrvgsI4nByYn4mjVJc3Pj6+lrGdy2OJqYvH9bkZYmQpPy9r4FMcdgNCIRWQ7dJCIJRoPhjXxebxtbe3uKhpcs6GZYlOvlwidOnGD58uU8fPiQ+fPn4+Xlxdq1aylUqBCVK+fNfJfTp0+zf/9+Nm3axIIFC/KkToFAIBDkXn709f9lN+4+YP7yVRw+ewVbuYg0HTSuUZGvPuqIv7en2WtKhYXwV1QExRxTzJYfjZHj7+GMtcJy+rI3RZWWztzVm1mzcx86oxGjTkdQYCG+69SaulUr5Hjt3YcR3HoUSXK9RmbL00NDSTp/lutxVylLFbPn/NcUDwjnQvwZanjVMVt+Pv4MxQPDX7reR6kppAbC2zNB5N2XqwB779699O/fn5YtW/LgwQN0uozE9RqNhgULFuRJp6tSqRg6dCjjxo3D2tr87lm55ehoA4a3O9WQs7NtQTchTxXI89ha4eBgDU42eV618xuos6C9b8/0Nj+PPJ/mAOa1/Ojr/8tOXbzGgLHj6Rsaz4xWKuxlJmLTxSy5m8wnfc6zYNKPFAnInn6sc9uW9Bt+jg8CVHhYZx2l1hhg0nUPOrdvk++LA1NVaXQaNJZ7Chvi2rRF7+oKBgNP791jwMyF9IyM5osPW1i8/vy1W2gDAsxu6gKASER8QBB34m5zWBed5+23VVuheovn8ZsTWr8hG1YupZxbRWykWX/vpunT2Bi5jjpdPn75z8sK1B4Fv7j0fZKrKHTOnDmMHDmS9u3bs3PnzszjZcuWZe7cuXnSkAkTJlC7dm0qVnz9xPXJyWnv1OKXd12BLXJUaVAq0zHI83aRytu+gO5VvG/P9LY/j0ImBfcXn/e2yY++/r9Kp9cz5JepzK4YTS3vZ7+f3K2NDCyRjJe1nhETp7Ny1uRs1wYH+FOvVi1a7jvI92FxtCiUjkwMh6KtmHLDHc8ipfnguQWLT2JiiU9Kxs3FGe9czvN+FTOWr+eutR0xDRs+29FGIkFdtCiPvLyYteoP6lcpT6Cft9nrRSIRvCDPgshkwtVKSaFieT+2+rb3I+b4F21CbORNRh8ZSnvfTpRzzdjl6Fz8KdZFriK8dkUafdjkrcjE8l+XqwD73r17VK2aPfm9g4MDycnJedKQI0eOoFQq2bp1KwBqtRq9Xk/lypVZt24d/v45r7IWCAQCwevJj77+v+rAiXME2KizBNfP6xykYsaNGK7fuU/x4CAA0tUaflu8ki17D+BpAyZg5Hln+p50RiQSEeLnTsdObWjTsDYSiZjTl64x639LuB/xBF87MREpRooFFaL3l59SunjebkCi0WrZuOcgcR06YG4feKO9PcqwcJZt3cOIHuYX5VUsFYZ8wQrQ68HcBjcmE8737xFWyfLmO/81IpGIrn36cKrMfrauWsv0QxMBKBIcRsfvvya8YnUhuH5L5CrAdnBwIDY2Fj+/rK+ubt68iaen+Tlj5hgMBvR6fZbXjgAymYzVq1dnyRqyaNEiLly4wIwZM3B3fweHggQCgeAdk1d9vSC767fvUcs10WK5RAzVPbVcu/OA4sFBaLRavhk8Cj/tPXbWi8PfLuP34x2llNEX3TF6hDHzx2FIJBmrHw+dOs+ICdP4sXQMzcqokYkzpo9sfhhL7+GPmTzyByqVfvm5uZY8iYkDhRUGJyeL56T6+3P+2mWL5YV8PCkVEozy5EkSqlXLFqjbX7qEl50NoUGeaPOq4e8BkUhE5Tr1qFynHgZDRl50iUT6To7Iv89ylaenUaNGTJs2jdTUZ2mC7ty5w+TJk2nWzHwuRnM2b95MqVKl+OKLLwAoVaoUpUqV4vTp07i7u+Pl5ZX5Pzs7O+RyOV5eXkje0fmMAoFA8C7Jq75ekJ1MJiPtBWuD0gzizK3K12zbi6PqIb9ViskMrgGCHfQsqh5FcuQNdh86DmRMPxk95TcWVI2idYA6M+OIlQQ6FE5nRoVoRk+emWOWkZd/HilGnS7HKR4ine6FW69PGdSDwlER+OzcgTwiAnFaGrKoKLz27sX/0gXmjhzw3o3IatRqLp8+ybmjh4l5EvladUkkUiSSt3vN2X9Vrv5W+vfvz9dff0316tXRarV8+OGHKJVKqlWrRq9eud+Ssl27drRr1y5X5/bu3TvX9QoEAoHg9eVVXy/IrmalMgzaupnBJZOQmBnaUmpFHH4iZWDZEgCs27qdyeFxiM3EljIx9AiOY8HmrTSrW52DJ88TZKuhkrv5cd663hrsrqVx4sIVqpXLmy3vfT3dcbS1QR4ZidYv+8JMANc7d2heM+cdBV2dHNk44yc27DnAsh37SIhPxMHRng4Na9Gp+Xc4OdhzJfFKnrS5oBkMetYsWsC+rZsxurlhkssRPYkiIDiY7v0G4eUnTIV9n+QqwLaxsWHZsmWcPHmSK1euYDQaKVGihNm5egKBQCB4Nwl9/ZtTolgRPL19mHotmYHhSVlmQxiMMPKiO3WqlMPd1Rmj0ci96EQq1LY8MaKiu5Zhl2IAuPsogorOSovnikRQ0TWN+4+f5FmALRKJ6NG+Jb+s2cajtm0xKRRZyq3u38c24jGtG/R7YV22NtZ83KYpH7dpmidtexuZTCZm/fITZx/cJ6ZjRwwODhkFej0Jly8zus+3/PjbPNy9fQq2oYI881LvFSpXriykaRIIBIL3nNDXvxmTRw7mq+9Hcv6oLZ8ExuNno+eWUsbCe27IXAvxW58eQEbwqpBJSNKKcLEyPwUjSStGIc/4FW6jsCJSl/NmNUk6GYWt8jZPdvum9bj5MIKNq/4gvlQp1L5+iLRaXG7exO7BfeaNGfRSm868z25fuczFyxd50rlz1gWdUimpZcsi1mhYtXA+vYeNKrhGCvLUCwNsk8nE5s2b2bVrFxEREYhEIvz8/GjatCktW7Z87+ZGCQQCwX+R0Ne/eW4uTvwxazK7Dx1n/q7dJN1X4unuxidfNaNu1fJI/15vJBKJqF+lDGvvJ/F1qPnNZdY+dKB+jYw3C3WqlKfL0j8YXRqszfxWT9aK2B8po1+lsnn6PCKRiBE9utGydlUWbdnN9SOHsJLLaFGjEu2H9cLFySFP7/cu27VlIwnh4eazpQAppUtzYckS0lUqrG3fr30y/qteGGD36dOHPXv2ULRoUYoVK4bJZOLOnTt8//33/PXXX8yYMSM/2ikQCASCN0jo6/OHwkpO64a1ad2wdo7nfdL+A3oMvkR1j3RKuOizlB2LkbPqgQMrBzYHwN/bkyrlSvLDOTVTKzxF+twcb60BBp71pFHNSri5OOX14wBQJqwYM8KKvZG63xdRTyLRlixhsdxkbY3I1pbE+DghwH5P5Bhgb9++nYMHDzJv3jxq187aGRw8eJA+ffqwY8cOYXW5QCAQvMOEvv7NuvPgMX8dO0O6Op0iAf40rFEZhVXOUzrCigYxvF9POk6dRSPfdBp5KtGbYHuUM0diFEweMTDL1upjBn5H/9G/0OBPBV0DEgi003E3Rc6yBy4UKRrKj72/ftOPKciBnZ0dYlUOG7IZDBjT0rCxE6bUvC9yDLC3bNnCF198ka3DBahduzafffYZW7ZsETpdgUAgeIcJff2bkaJKY8jPk7l26zZt/FNwlurYfdyRibP/x8i+PWhYM+d57g1rVKZ8ieJs3L2PFRcvIBaJqdCwAkMa1sbBLusop421gjnjR3P60nW27t7LX/FxeLh7MPajRpQNKyZM8SlgdRs24c6q5USEhJgtV9y5g29QYZxc3tzOm4L8lWOAff36dXr27GmxvG7duqxfvz7PGyUQCASC/CP09XnPaDTSe9iPhBpvsbh5XGZuakjlUoKMT2b8hp2tDVXLlcyxHhcnB77o2AY6tnnhPUUiEZVKh1GpdNjrNl+QxyrWqsO6ZYtRnj6NskKFLJvqSOPi8DhyhE7DxxRgCwV5LccAOzExMcfduzw9PUlKSsrrNgkEAoEgH/1X+3qdXs++Y2c4duo0BoOesNDitGxQC3tbm9eu+9CpC6jiI/ilfvZc1qVcdPxU+ilzFi3Fx7M/m3bvIyY6GkcnJ5o3qEOJYkVe+/6CNy8mMoLDO3YQHxWDnbMj1Ro1Iigk1Oy5Mrmc4ZOnM37o98T/8QcJwcEYraxwjIpC/vAhn/UZQHj5CjneT5WawtE9u3h47SYSmYxS1atStmo1YaOZt1SOfys6nQ5pDrswSSSSzG3PBQKBQPBu+i/29XcePKbX8J/wlato5R2PlQQO7D7JrCUrGTuwN/WrVXyt+jds3UXXQvFmN4oBaOKn5oczEXTtOYhOhVXUsU8n8oGMASMOEFIslAnDBmKtyNu0eoK8YTQa+eO33zixZw81PetSShFK3OM4fvtrGP4hRekxehRW1tbZrnNx92DC74u4dv4sp48eRqPRULhBY6o3aPzCudenDuxj8eTJlHYtSwm70mgNGnafX8GaWbPpN3Ei3v6F3tTjCl7RC7/2LF26FGszPygAaWnCnvcCgUDwPvgv9fXJKal8PXgMQ0IjaR/07Nk6F0njUoKMj6b8irvLSEqFBr/yPRITE/Gz1Vssl4rBRa5nQsU4qnn+s6FMOr2LK+lzWsPIiTOYNPL7V76/4M3ZsmQJ949eYWr52djKngXGrf0/YM7tmcz/eRy9fvrR7LUikYjwchUIL5fzaPXzbl66yPIp0xlR4kcC7IIyjzf2a86+qD1M7t+fHxctxtnp9d+8CPJOjgG2j48PW7duzbECb2/vPG2QQCAQCPLXf62v37DrL6q7KrME1/8o5aJjQPE4Fq1czbSxw175Ht5eXtyKlNPQV2O2PF0PCRoxhe2zBuEyMUytEEOl7Zd5EBFFoN/787m/DzTp6exdv5ZxZaZmCa4BpGIp3xTtTa/TX/Lk0UN8CgXkyT23L11Gx0IfZQmu/1HPuxGXlBc4uncXHT77JE/uV9CMRiNXz53h1O49xEU9xdHNlerNmxBeviJisfjFFbwlcgyw9+3bl1/tEAgEAkEBycu+fvv27axYsYIbN26gUqm4efNmlnK1Ws306dPZsWMHSqUSd3d3hg8fbjaDyZuyZ99+RgQlWiz/IDCNsZuvodFqsZLnnE7Pko5tm9Nr4DG+KJaCQpK9fP0DG8q5afGyMWYrU0igjX8quw+d4OsubV/p/oI34/LZ0wQ5BuOu8DBbLhPLqO5Wk9MH99P6409f+37paWncuHKBflUHWDynjlsDNu7e8F4E2Jr0dGYMHYrycRwN3BtTw7oaUTFRrJkwCztfZ/qM/wWF9bsxUi/MjBcIBAJBnnFwcKBLly6o1WqGDcs6AmwymTKzlaxYsQJ/f3+io6PR6y1PpXgTUtPUuCuyB7b/sJOZkElEqDWvHmCXKxFCeHhJvjquZVqFGNz+vp/RBDseK/jxvAPr68dZvN5druWpKvWV7i14c9JTU3GUOeV4jqPUCWVq3kyr0qSnYSWzxkpieT6+o9yJ9Pgccmy/QxZNmIhzvD1DSg1FIs74ZlqSMjTwacS8O7+xaPxEeowZXbCNzCUhwBYIBAJBnqlZsyYAJ0+ezFZ29OhRTp8+zYEDB3BxcQHAy8srX9sHUMjHi4sJDyjmaD6wv5ciQSaVYmfz6iNlIpGIcUP6MWXuImruOkRlTyNOMj1n4qwwymxwtkkl3NnyF4uLKQ5U9vN55fsL3gxPXz92pNzBZDJZzC1+T32PML+qeXI/OwdHjBiITY/B3dp8pp/7KXfw9PXL/HOqUsnhnds5tXcf6SoVHj4+1G7birJVqyOWmHmd8paIi4nm8umT/FppQWZw/Q+xSMLnhb+h16kviI2Owt3r7Z869e5MZhEIBALBO+3EiRP4+fkxZ84cqlevTr169fjxxx9R5bTD3RvwQasWzL/rhtZgvnzuLWfaNq6HRPJ6vyJlUimDe33FzqVzaNipJyVbfMPYEcPZung2UhsH9keZH5W8o5RwLFpG09rVXuv+grxXtERJsBZxPv6s2fKotEiuJFykSr0GeXI/qUxGtYaN2f5ks9lynVHHzqfbqNOuFQCRD+4z4rNPebz9Kl0cu9I/8Huqa6qyZcZCZgwdiv4tzgZ08cRxyrlXQiFRmC23klhRwb0KF04cy+eWvRphBFsgEAgE+SIxMZG7d+9SvXp1/vzzTxITE+nVqxcTJkxg7NixL1WXo6MNGF7tV1ibxjXYtmcv3U8a+Ll0DL62GZG2Uiti1g0njqV4seXrrjg72r6gppw5O9tm/n9goYZZysaP6M+3349lXJkYmvqpkYjBZIKTsXL6nPFiWJ8v8fN1e63757V/nie/2VjLsHlDGTJeJfPGt6OGMnHAYD4zdqeSexXEIgkmk4mbydeYfXcGn/b7Dh9f9zxr40e9vmZQ126sfbCC5n5tsZFmtPlpegyLHsyjUMki1KhfG4Nez4whg+ng3ZnaXvUzr/ezLURVj5rMuDWJbUsX8dmAvnnWtrwkERuxFef8M2YrsUUqNr0VGVPkL3gbIATYAoFAIMgXtra2SCQSBg4ciJWVFdbW1nz11Vf8+OOPLx1gJyenYdSZz9CRGxOGDuLXRctptGs/wU4mrCQmLsdCjfIlWTS8OyKjhMTEVx9Zd3a2zfH68CLBTB41mOnz/seYy7EEO5mITBVhkNnSp8dHNK1T/bXun9de9DxvUlq6Dk1S3qWKNBqNnDywj0MbNnHv3m1kUhmlK1elUccOBAQXfeH1/kXD6fnTj6z5dTbLzyzCx96P+PQ4jHITH/b+hsr1GpCYl+01yWjYoQPblyxn28PN+NsWQi/SE6eLo16rNrT5/HOSlWqunzuBk8kpS3D9D6lYyqeBXzJ4Yz+advnYbJ7ugubq5cf+1K05Tr+5nnqNEM/qefr5viqFTAo5fI8SAmyBQCAQ5IuwsIwtvJ//5WnpF+mbJpNJ6d/9U775pBNXbt5FpzcQUrgQbs5O+daGiqXCWDFrCncePCY6Lh5He3tKFCtcYJ/Jf4HRYGDu2LHEXntMa58PCK/4PWpDOkcfHWZyv/507dcnV9M7QkuVYeT834l4cJ+Ep0+xc3AgKCQ0z//uDAY9s0eOIvF2NJ8FfIWPjS/3U+5yLfkKCYkJFCoWnLlJ1PlDx6jiVN1iXa4Kd3ztC3Hn+tWXysOdX8LLVWAJaVxMOE8Z13LZyi8lnEdpUlKywuttApVfLAbYn3/+ea4rWbhwYZ40RiAQCAT5K6/7eoPBgF6vz9z5UaPJGGWWyWQ0bNiQKVOmMG3aNPr160diYiILFiygcePGr9b4PGCjUFCpdHiB3R8gONCf4ED/Am3Df8WeDetQ3nzK6JK/IBPLALCV2dHKvx1lncszdupwgsNL4OaZu8W3foFB+AVmz0/9qgwGPZp0NQpra8QSCbvXrCH9bhKjS4xD+nd7fW39qeFVh8ap9/lp8giCw0vg4u6BXqdHJs45641MLMegt7D4oICJJRK+GDqEWSNG0FHzETU9ayOXWKE1aDgac4hVj5fx7dixb/VCzedZDLA9Pc2vVhUIBALB+yOv+/rNmzczZMiQzD+XKlUKyNgpsnLlyixcuJCxY8dSuXJl7O3tadKkCf369cvTNggE5hiNRv5at57ehfplBtfP87cLoKZHHfZv3kz77l/na9tinkSyY/kKThz4C0wgEkGVug04f+wog4oNzQyunxdgF0Q1j1oc2LKFdl98SXCpMM5fOkJ9Gpm9R5o+jVtPr+L055/4BATk+ktEfipepiz9J01i04L/8ceppThbu5CYHk+R0HD6TppIkdCwgm5irlkMsH/55Zf8bIdAIBAICkBe9/Xt2rWjXbt2FsuLFi3KsmXL8vSeAkFuJMXHoUlTU8ShmMVzKjhXZtWZldA9/9r18M5tJg/oTwP3JkwrPxsnK2cSNPHsubGDdFUq8hxGpSs6VWbdmXXwBdRt3owVv83mrvI2RRyyzyXf+mg9JZ3L4HLXjh+/+YYfpk/HJyDwDT7ZqykcWpz+kyeDIZ1HDyJxcHbGycW1oJv10oQ52ALBf5TJZOLejWvcvHQRk8lESKkyFCkeJsz/FAgE7yWTyQTkPO9fJBJhwmSxPCkhHpVSiZOrG7b29q/VlvinMWjS05k1YiSfFPqC6p61MstdrFzpFPQxHlaezLo2jXEVpppvt0iUkX4GsLGz44vBQ5g4/ic+8OtETc/aWEttiE6LYtvjjVxNvMyosuNwsnLGU+HJ7z/+xKj589/aPt/Z1RUkb99izNyyGGCPGDEi15X8+OOPedIYgUCQP54+ecLUMcOJTYgnNShj/qDdhrW4O7vQb9SPePr4FnALBflF6OsF/xXObu7Ira0sjvACnEk8SUjFMtmOX79wns3/W8Sje7dxUDiRnJ5IyQqVaffVF3j5F3qpdpw8sI/tS5aRGBeHQmJNkiqe69KrlHAuhaPcKcu5dbwbsOnhOm4rb1LMMdRMe09RrOqz9parXhPHSa6s+W0OS48swEosRyKWUse7AWPKTcBB7pBRr1cDNp1bz72b19+paRfvEosB9oMHD3JVwdv6zUcgEJinTEpkTN+ePClZgtQWzTNGQICEmjVJuHiRMX17Mn7eIhycnQu4pYL8IPT1gv8KsVhM/Q/a8cfGpQwOG5ltXnOE6hGHYvYzus2CLMfPHDrA0klT+TjwMypXHoZULCNNr+LPJ7sZ16sX30+fjl9Q4Vy1YccfKzmwZjOfBn5FqcJlEIvEJGoS2PZoI6PPDWZUufE4PRdki0ViSjqX4nbyjWwB9uPUhxx9epCxrbMuPi4SGkaJapUorAqgbaH22EhtEIv+vTOimNJOZbl3Qwiw3xSLAbYwR04geD/t2bSBRF8fUsuWzVogEpFapgyJCYns2bSeDz/7smAaKMhX72tf/+hJNBHRT3GwsyUsOAixWNi4WACNPmzP3ctXGXNlGK19PqCEUynUBjVHnh5i25ONdO37XZZtuDXp6SyaNImhYaMJsi+SedxGakurQu2wldqxZOJkhs2Z/cJ7P33yhB0rVjK+7DRcrJ7NKXa2cuHjol8gFolZfW8ZX4f2znKd1qRjd/QOvG18CXMqQbohnSNPD7I9ajOf9O+Hq0f2hcoSiQQjRuxklqex6ExaJO9IRo53kdDjCAT/MQd27yCxZEmL5UklS7B/1458bJFAkHeu3r7H5/2G8EnvQSyePYlho8fQ8tNv2bL3YEE3TfAWkEikfDtmDPW++pBtmi18faIbA8734r5fBP2mTKJag6wpI08e2EeIY/EswfXz6njVJ+5JFBH3773w3ge2bKaWZ90swfXzWhRqy+nY46h0qZnHtAYtF5PPU6dLWzakbeDrE90YdP47HvlHM2DKZCpbyNkdXr4ipxKOYzCaT8mnNWg5H3eG8PLvRk7pd5HFEey5c+fy6aefolAomDt3bo6VfPPNN3neMIFA8GakJSdjcHKyWG5wciItOSnf2iMoWO9TX3/55l2+HTqWESViaNs8HbkkY/3XmTgZ/RYuIFmp5OMPWhZ0MwUFTCyRUL1hE1q0b/fCHQEf37lLqI3lKRQSsYRiTsV5fP/eC6eJRNy6S0N7y5vYOMqdcFN4EKOOprAsGJPJxJpHKyhcvDgtOnWlRaeuOT/YcwKCi+JZyI8Nj9fQPqBzljKTycTqR8spEl5CWG/zBlkMsNesWUPHjh1RKBSsWbPGYgUikeit73QFAsEztk7OSBMT0VnIfyxJTMT2HZ1/bTQYuHjyBPv37iQ5KRlPLy8atmhFcFgJYQ6xBe9TXz/h1zmMKRnDB0HpmcdEIqjormN1zUgaLFtD8/q1cXFyKMBWCt4lcoUVaYact4hP0SQTef8uOm0tZHLLKfVkCivSlZYDepPJRKoulWRNEuc0p9nzdAeJVkq+Hz7tldr+zehRTOzblwfX79HQoyme1l5EpUWy++kOkhUpfD/01eoV5I7FAHvfvn1m//t1bN++nRUrVnDjxg1UKhU3b97MLLtw4QKzZ8/mypUrqNVqAgIC6NGjB40amU+YLhAIXk29ps1JOHOSpw0bmi13vnSJek1a5HOrXl+qUsm4H/oTrUolvnhxDEWCkMXHc3bMCEqEl6T3sFGZWwoLnnkTfX1BuP3gMTExMbQun2623NfWQBN/NZv3HuCz9q3yuXWCd1XZatX5fcdYPgzsjFiUfVZtoiaBO/E30e3V03/LNlp+9DENP2xv9gt92do1OLx0NzW86pi9123lDdSmdBY9WYCzixs1PmpG1foNkVtZvVLbnVzdGPX7fI79uZsN29aRHJmAs6sbNT5uTpV6DV65XkHu5OtvGwcHB7p06YJarWbYsGFZypKTk2nWrBnjx4/HycmJvXv3MmDAAFasWJG5E5hAIHh9DVu1Zd+ObajPnEFZrhz8s/jLaMTh/HlcomNo1MbyRiFvq6mjh3PP3o74Zk0zM6NoAgNJLV0a3Y6dLJ83i0979ingVgrelEdPoinhakKaw8qiMo6pnH/8KP8aJXjnFQkLx9HbjTUPV9Ax4KMsgbPOqGP+zVnU923Cx8GfE6mKYPqqiWjUGlp+/HG2uirVqcfGBf/jQPRf1PGqn6UsVZfCwvu/077H19Rt1SbP2m9lbU3dlm2o2zLv6hTkzgsD7MePH3Pz5k3Cw8Px9vbm6tWrLFmyBLVaTaNGjWjRIvcjXTVr1gTg5MmT2cpq166d5c+NGzdm3rx5nD17VgiwBYI8ZOfoyOjps5j+0yieLF5M+t95sK3vP8Db14e+M2Zh5+hYwK18OQ9u3eThw/vEd+uWGVxnkkqJqV+Pw8uX077b59javfrmEO+zvOzrC4KttTVxmpzX7cdppNjaCn//gtwTiUT0+uknJg8YwI2r16jv1ggXK1cepj7gz8idFLILpHPhTwDwtfVjSNgoBqzsiUanxs7entJVquH9d55suZUVAyZPZvKAAZxOOkEtlzrYyuy5qbzOXzG7qdq0EXVati7IxxXkoRwD7IMHD9KzZ0/0ej1WVlZMmTKFQYMG4eXlhUQiYdCgQWg0Gj744IM8b1hMTAz37t0jNDR7YnWBQGCeJj2dw7t3smfHVpTx8dg5OVG/SXNad/oQeJaOydXTkx9/ncuju3e4efkimEwU6/EdAcHmN1942509dgRlsWLPRuP/xWhri9HHl2tnz1Cxdt18bt3bryD7+rxSLjyEx6kSbidLKeqoz1ZuMMLaR05M/LJ6AbRO8C5zdHFh1Pz5nDt6mD9XryP62iNKOZfhq9BehDpm3f3WxcqV0o5lub/jIt72voxbuoLCxcPoPmI4tvb2+AQE8suy5Rzf9yf7/zqIVq3BOySA/oMnU6hIcAE+pSCv5Rhgz5kzhw4dOjBgwADWrFnD999/z0cffcSAAQMAmDVrFsuXL8/zTlelUtG7d2/q1q1L1apVX/p6R0cbMLzdcy2dnW0Lugl5qkCex9YKBwdrcLLJ86qd30Cdb1pSQgIjenUnRi4nrnQp9C4uSJOTiTm0j92b1zN5wQLcvbyyXONcvhSly7+bb4ie/zsyGXXoc1hcBGBUWCGT5s/frfwdyy1bUH19XpLLZXzaoTW9t65jZY0IXKyebXdtNMHwC274FwqkRDHz6dYEgpxIpVIq1a7L2cOHcEyw5duwfhbPLWwfTIouha5FPuXjoM9Z/mARUwcNYuis35BIpFhZW1OneUvqNBcy2rzPcoxC79y5w7hx47C1teWjjz5i4sSJNGvWLLO8RYsWLFy4MIcaXl5KSgrdu3fH3d2dCRMmvFIdyclpGHWaPG1XXnJ2tiUxMedVye+SgnoemUqDUpmOQZ5zmqWX5exk88LUTW+jnwcP5YGHB4nVqmVOk9Da2xPt50f6mTOMGjCQn2f9XsCtzBv//jvy9CmE46lTpFq6wGhEGhmJo7tPvvzdKmRScH/jt8kzBdHXvwndPmxNYpKSWjv20j4olRIO6USrpax65Iyblz/TRw0Wssm84wwGPeePHeXGufNgMlG0dCnK16iFVCZ78cWvSaNWc+HYUQIVOafji1PH4qbI6ABkYhndgr5k9JUhnD92lAo1a+d47b+lKpUc+3M30fcfYWVrTYXatSkcGvbCn+MHt25y6sB+0pWpeBbyo1qjxjg4vZvZod5VOU5YS01NxfHvuZgymQyFQoGdnV1mua2tLWlpeffLKjExkW7duuHt7c2MGTOQv2BESiAQZIh+/Ih7N6+TWLly9jnIQHK5ckTHRHP/5o0CaN2bV6lOPWRRUchiYsyWW9+8iauLK0HFQvK5Ze+G/O7r3xSRSES/rz5hxazJUPJDdkvrcc+7BaOGDuN/U37Gwe79enP4X/Pwzm2+79yZ3bNW4nHVAa/rTuz/fT0DO3XgzrWrb/z+F08eJ9gphCdpEUSqIsyek65P42jMQap61sw8JhaJaejehCNbd77U/fZv2cSgzh15sOkS/rc9UJwxMWfoaCb26UuqUmn+/ioVUwcNYuagIchO6Sh0x5PIHTf4oUtndq1e9VL3F7yeF86jyMtv+waDAb1ej06nA0CjyRhllslkxMfH89lnn1GyZEl+/vlnYVtbgeAlXL9wHnVQYbCUhk4sJqVwYa6eO0NQyPu3rsFKoeCr/t8zb9pkntaqibpIEZBIEGm12Fy9ivvZs/SYKOR8zcn7NLJbyMeT7z7L/aYcgrdfQmwsUwYOpFuhL6jqUSPzeDNacy7uNNMHD2bE3LlvdOOU5MQEvBU+lA+swIyrExlcelSWXRnT9WlMufIL3jZ+uCs8slzrae2FMiEh1/c6dWAf2/63jHFlJuNp/Wzr9g8COrD03kJmDB7M0Fmzsvy7NZlMzBo5Etc4BwaVn4dE/GyqWpxfZ35eNRIbe3tqNWv+Ko8veEkvDLD79OmD7O9XL1qtlh9++AGFQgGQGSjn1ubNmxkyZEjmn//JDrJ06VJOnz7N7du3iYiIYNeuXZnntGzZkrFjx77UfQSC/xqj0YjpBV9KTWIxRqMxn1qU/yrVroutnT0rF84n+uBBxHb2GJKTKFaqNF2n/op/YWHubU7ysq8XCPLavk0bqeJcLUtw/Y9ybhWpl9qAvWvW8FFfy3OjX5ezqxvn1fv5LKg7GoOG70/1pqxrRfxtCxGnieV4zBHsZQ409c8+tzoq7QlO7m65uo/JZGLT/xbxdZFeWYJrALFIwieFv2DwxX5cO3+W8HIVMstuXblC9N1H/FBudpbgGsBN4U7Pov2YuXgKNRo3QfyOrRN5F+UYYLdt2zbLn1u1yp6c38/PL9c3a9euHe3amc+vW7lyZXr16pXrugQCwTNFiodhvXQRGI3mM2mYTDg8ekRwx/d7VC+8fAV+Ll+B+JgYUlOUOLu64fCO7kqZn/K6rxcI8tqJvXsZWHiIxfJ6no0Yvm/QGw2wS1WuwuJJk4lMe0zrgA+p59OIozGHiFfH4WblzqCSw5l4eSzVPGpmuc5oMrAndietun6Rq/tE3L+HNlVNeDHzC9DFIjF1XBtwYvefWQLsQzt2U8e9frbg+h/BDsVQmBTcu3Gd4PASuXxqwavKMcD+5Zdf8qsdAoHgNQQWC8HTw4OES5dILVMmW7nNjRs4yGQUL1Mu/xtXAFw9PXG1sBW8IDuhrxe87VSqVJytXCyWu1i5kJZucZlznpDLrfjgqy+ZvPAXBoUOxdfWnyZ+GfnhY9Nj+PniKMq4lMdG+myuv9qgZsm9+cg9bSlduUqu7qNKTcFZ4ZLjtC0XKxeuK29mOZaaqMRbnvMCTGcrV1SpKblqh+D1vN257AQCQa71GT6a0X16kqhUklSqFAYnJyRKJQ6XL+Ny8yb9Jk1/r+bZCgSC/w53dy8epj6ghLP5Ud0Hqfdxc/UyW/Yi0RGP2b9pE7cvXAaRiNAKZanbujXuXt7Zzq3bsjUYTYz53zAC7Avja+XLU20Mt5JuULVhQ66eOsOgC99RyDqAxymPSNTEY2WlwNXOizFffYVELKVwyTDqtW2LT6EA88/q6U1USiRagxa5xHyyh4dp93EL8QEgOSGBg9u3cuXcOSRWBup6NzB7jcFo4FHyfVw9hMGH/CCsJBQI3hOevn6Mm/s/mgcVwX/tWnxmzMBv5R808fJl5vLlwiYGAoHgnVW7TUu2R23GZDJlKzOZTGyP2kLtVi+/2+ihHdv46ZseyM7r+dipGx85foTxZCqjv/ySk/v/MntN3dZtmLp2PbW7t8W1eRCVP2vK1LXr+LhPP35Zvpyw2hW5nHCBCm6V+L7kcHoG98Vf6Uts5BOqiCtjc1nELz17sm/zJrP1u3p6EhBclEMx+82Wp+lV7I/5k9otWnD9wnmGfdqNhH2P6OjZheNPD6PUms8wciL2KEa9gZUzf0WjVr/0ZyV4OcIItkDwHnF2c+PjHr35uEdv9DodEqkUkUj0zub2FggEAoAaTZpxZPtO/nd3Lp0CPsZOlpFGMk2fxobHq4kQRfBp62EvVef1ixdZP3c+Y0qNx9vGJ/N4qFM4tT3qMW7qSHwCAs0ukJZbWVHJzK6wV86e5txfh/ml3LTMXNgAYc4lqetVn4mXf+LH8pOo69mQMf8bik9gAKGly2arp0Ovb5nUvx9ysYzqHrUz51XHpEcx6/Z0KtWvi42dHeN696ZP0QGE/z2yH6F6yC8XR9ErbAC+thnrJowmAydjj7Pk9nz6hw9hb+wulk+bzhdDBr/U5yV4OUKALRC8p/Jj4wWBQCDID1YKBYOmTWP5tOn0OfE1xVxCESHiZsJ1SpavyOABM7G2fbk855sXr6CN74dZgut/BNgF0sS7BduXL8fN25tTf+1DrU7Hy8ePOu1aU6lOPaRm0qLuXrGKjv5dsgTX/wh2DKGOdwP+jNxJ1+DP+MCvE7tXrjYbYAcEF2Xg5CksmzKVNWdXEuQYTIpOyRNVBI3bd6B514/YumwplVyrZAbXAB2CPkJj0DLsTH8C7IJwlDvxMPU+djJ7BpYcSjHH4vjZFaLPka9pn/i1sAj8DRICbIFAIBAIBG89Gzs7uo8YjjIxkdtXL2MCuoUOxdktd+nv/u3ciaN8Vukzi+XV3Gvxw5E+1PVrSN+AgTjIHbmrvM22+es5tmMX343/BbncKvN8vV7PtSvnGVjje8t1etTk12tT6Br8GdU9arLo2DxMJpPZ9TGBxUIYMW8ej+/dJfrxI6ysbQgtUybznhcPH6Or68dZrhGJRNhIbWjo24ySLmVI16toG9iRIPtnix/tZHaEu5bk6rkzVK3fMNefl+DlCAG2QPAGPL53l8tnTmE0GAgqFkrxsuXe6OZJysRETh8+gColBTdPL8rXqIXV3zmMBQKB4H3i4OxM+Rq1XrsenV6HlcRyP6mQKJCIJHQr/GXmMRd3V8q5VmTmrclsmL+ATj17ZpYZDQZEIhEyseW3hwqJNXpjRl55ucQqYw8DoxFRDnmp/QsXMTtNRafTYSWxynZcb9RjLbWhlEsZy+0QW6PTaS2WC16fsMhRIMhDyQkJjOnfm9ED+7D09AmWXDjL1KkT6NetM/dv3XxxBS/JYNCz+Lfp9Pu4E4v/2sOyKxf5fe0qenVsy/5tW/L8fgKBQPC+CAosytXESxbLryReorB99sBWIpbwUeBnHN65HU16euZxmVyOm6snt5Jv5FDnRQL/Hk2+lngZP5+AV970JSCkKFeSsrc/wD4ox+cymgxcS7xMQHCxV7qvIHeEAFsgyCMatZqxA77jqsKKR926EV+7Nkk1a/KoUyfulS3LuO/7Ef34UZ7ec9Gv09l//iyPP+1GdMOGJFWvTmTLFkS0a8fyxQs4snd3nt6voBkNBi6cOMb8qVNZNvtXzhw+iMGgL+hmCQSCd1DTjzqw4cnazBHl52kMGjY9WEND32Zmr3VXeOBp58OD27cyj4lEIup90Ib1kasxmgzZrknTp7H98WYa+jTFYDSw4cla6n1ofvO93KjXri27o7dnyxpS0a0yT9IiuJZ42ex1B6L/wtnLg4Dgoq98b8GLCQG2QJBHTuz7kzi5jMSqVeH5EQmRCHWxYiSULMmGlcvy7H6x0VEc3/cnUc2aYfrXdBC9qytRTZqwcv5cjIbsHf27KOLBffp90plfZ81gxYMHbIh5wuyFv/Nd5/bcvXGtoJsnEAheICFJSXRsPDp9/n0pVqenER8Tgzo9exalei1a4FjEnfHXf+SO8hYmkwmTycSNpKuMuTAEe7kDFd0sbw4jFUkxmYxZjtVv3Q6Tt5TJ18fxIOUekJFG8EriJX48P4xSLmWxltow4fqPWBWyo3bzl08t+I/CocWp3rwpY68O40L8OYx/tyUqPQpPO28mXfmZPZE7UeszRtmVWiXrH65mTeRKPh/ywyvfV5A7whxsgSCP7NmxjfjwcLCwmUtqyZKcWbwYff/v8yTDx7G/9qIqFoLJKvscPACdlxcahRU3Ll2get2MrXtTlUoO797JjetXkcnkVKpWnXLVa5pdDf82SUqI56cBfYiqXIm0sLDM46kVK6K4e5cJgwfx0+z5ePhkzwYgEAgK1u5DJ1j4x3YePolCLpWDyMgHzeryVefW2Fi/mbUiEQ/us2XRYi6eOoGN3IY0bRplKlel1afd8A0MAkAikfDtj2PYs24tM9dPRZuuxmgyYufggF+ZIohuay1uzpWkTeKx8iH+/9pfQCqT0Xf8eHatWcXkjePQa/Xo9FpEiNCbDCQkJnAu/Qz12rWlcfuOSCSv1/d+2L07vkWCWL18Jb/dmopcIsckgdotW/JBxW/ZvXI1f5xcgo3clnRdGhVq1GbYmDl4+vi+1n0FL/Z2/1YVCN4hKUmJGBwdLZYbbWxALEadloZdDuflVnxcHGoH+xzPMTg6kpyQAGSMsC+YNglNUGGS/XwR6XScW7IQ27mzGDJ+Mj4Bga/dpjdl7+aNJAcEZAmu/6EuUoTEmBi2rV3F5336F0DrBAKBJXOXb2TjliN0CficMlXLIRZJiFRFsPHIKj478zOLpgzL8yD77vWrTPvhB1p5t+OrSl9gK7NDpUtlX9RefvmuN/0mTqRIaEZfIpFIadqxM43bdyQpPh6RSISTqyvpKhWDOnfgdvJNijqGZKnfZDKx9tFKKtaqg61d9j5YJpfT8qNPaN65K0kJ8YglEhycnFEmJmA0mnBycXnledfmVK3fkCr1GiAyqklISMHRxSUzcA/5pTTpKhVpqanYOToKi9/zkTBFRCB4jl6v59hffzFpxBBG9uvF3MnjuXfjeq6udXRxQZqYaLFcrFIhMplQvGSuVkvc3N2xTk62fILJhCQxESdXN66eP8/8mdOI/OADohs1JD0sjLTSpXncri2Py5Tmp0F9UaWm5Em73oRDf+4mOTx7cP2PlBIlOL5vbz62SCAQvMit+49YsWEPw0uMo5xbRcSijKDS19aPnsUG4KL2Zd6KTXl6T6PRyPwff+bLoB608G+D7d8b0tjK7Gjp35YvAr9h/tifsuwIqU5P4/6tGyQnJmDv6JiR6s7Oju7DRzD5xs9sebwBpTYZk8nEXeVtpt+cyD3JvSwZRMwRSyS4uHvg5OKKWCzGydUNF3f3LMG1yWTiycMH3Ll6haT4uFd+bpFIhLOrKy7uHtlGxa1tbXH19BSC63wmjGALBH9LSojn54F9ScBEbEgIRk93rsbGcnr4D5SvWJlvBg7OcdShcfNWPF77B5FFipidJmJ/6RKV6tbPs+kYJctXZN3SRYiqVs02BxtA/uQJCr2BkFKlmTj8e2KrVkFvJl+sKjyclIgIjuzZReN27fOkbXlNnZqKwd7yaL3Bzg6tSmUxn6xAIMh/f2zaSwOvpjhZZd/MRCQS0da/Iz/uGkKvbh8ik+VNv3j9wjlkOqnFudOV3Kuy/slqrl84R9mKZVk2bTrH//oTd1tPDEY9Sl0ydVu3oeXHn1C6clUGTZ/O7j9W0/tId3R6Le6untRp3Yov2rZDYW3zWm09dWAfWxYuJl2pwlHhRExKFMVKlKJ9zx74FAp4rboFBU8IsAUCMkYRJgz9ngfeXiRVqZIZIGsCA0kpUwbD1q24LV1Eh8++tFhHpbr12LpuNemHD5NQrRr8E0ibTNhcu4brteu0nfX7S7ctJjKC3Zs2cOn8WQBKlC5Do9btmDtlAjoPD1w3bSKhRQuMdnaZ18hiYnDfvoNP+g9Co1Zz68IF0rt3t3iPxNBQNq3+g9IVK+PlX+il2/imObp7II2LQ1vIfNukcXHYuboJwbVA8Ba5fvsRHzjWt1jubeOLTCQjJj4BPy+PPLnnwzu3CbcvabEvEIlElHAoyd1rV1k/bx6+6T5MLDsDFytXACJVESzd8z/m3BlFz7FjKVQkmK+GD+NL01CMRsNrz5n+x58b17NrySq+KtyDEkVLIxKJUBvU7Ivaw/jevfl+xgz8/p4rLng3CQG2QADcvHSBp8lJJDVvlm302SSTEV2/PnvXrKVNl4+RW1hUKJdbMWLKTH4b/xO3Fy5EXaQIRokEm0ePcLZ3oO/UmS+9CO/wnl0snjWDlLAwUitXAuDR/fsc6tkdo0xG3KefYn/iBB5Ll6Lx98dgZ4csLg5pfDxik4my1aqTlpqKWC5/FvCbYbC2JkWjZlivr/nkm17Ubtr8pdr5pjVp0ZrYnVt54u9v9u2Ay4ULNGjRugBaJhAILJFLpWgMaovlRpMRjV6LPBej17HRUTy8cxuJWEKxkqWwtfBGSyaToTFpcqxLbdRw/8wZiDNSya8qNtJn0/Z8bf0YWHwoIy//wLljR6hQszZarYabFy+gTk/Hw9uHNJWK1OQknN09KFI87KW/2CsTE1m/YAG/lJmKh7Vn5nGFREEzv1ZIRTJWTJ3ODzNn8PDObZ5GRmBta0dIqdLI5PKXupeg4AgBtkAAnDx8kMSiRS1mADE4OmJ0c+XmpQuUrFg5S9n1C+fZvn4Nd29cQyQWU7JcBXoNHk5CXGzGTo6fhVIkLPyFnbDRaOTcsSNs37iOqAcPEEkkpKlSiWvaFG1gYOZ5id7eKIsXx231amQxMaRUq0ZquXIo7t1DrFaj9fdHHRREoY2buHP1CsVKlkZsMiFJTra4CFMeE4PW05O4GjVY+vts/IMKUzi0+Mt9iG9QzSbN2Lt9C5qDh0ioWiUzc4pIp8PpzBncExNp1ObV88kKBIK8V7t6aY7vPURp13Jmy68kXsTD1QV3l+xTSP4RFRvPhHl/cvvxGoq5FEdn1PJ74o9UrdeQTr16ZRvwKFmxMlv+t5hugV8il2QPRrUGDSeijmB6YiLMqQTbH29mzvUZNPBtzIeBXZCIJcjEMlp4tWbfuo3EPHrMztWr8bb1wVZky52EmyACP8cAknVJmBQiOvXuSZkq1XL9uRzZvZOK7pWzBNfPq+vdgPWn/mDYJ5+gUaYR4FCYZG0SMelRNO/SlcYdOgpv694BQoAtEABqtRqDhZHpfxitrNBqso6M/LFgLn/u2kF82bKo27QBo5GYO3c4M3EcH3f/lvqt2ubq/kaDgRk/jebyrZvElS2DpkJ5xBoN1teu4bxrF4lNm6INeDYnz+DsTGqlStieP0+StzcmhYL0f2XYMP3dXqlUSv2WLdl4/jzxdepkv7lej+358yhr1cLg7ExC2bJsWbuKviPG5Krt+cFKoWDk1F/5fdpELi9ahCkgABMiJI8fUaxkKb6ZMcfiiJZAICgY7ZrUYfHa77kYfy5bkK3UKlnx8H9881VLi8FiXEISn/QZQw2nBvSp2DZzW/AkbRJLLsxnxpAh9J80Mcu0DS8/f4JLlGDFw8V8GvRVlrqNJiOLb8/HS+HN2PITkP69pXmcOpZ5N35l3s1f6RHaB5FIRFGHUBZfWIA6KoUxJcbhbeP7dx0GjsUcZumd//FDqZGo9CpmjxvPp4O/p1y1Grn6XKLuPSTEJtRiuUwsw0vuTYi4OJ3Kf5y5ODRS9Zjf1k4jNVnJhzlM+RO8HYQsIgIBEFQ4GIfoaMsnGAyInzzB97lUdmeOHOLPvXuI6NgRVenSGBwdMTg7o6xYkcgPPmD577N5dPdOru6/dfVKLjx6wOP2H5IeGorR3h69mxsptWqR2KIFzjt2IHpuS16A9NBQFPfvm69Qr0cUHYVPoYz2dv7iCzyionA+dgyR+tkrW0lSEi5btqB3dUXzdwCfFhLClVMnctXu/GRrb0+/kT8yZfFKBn76KT0+7MiE+Yv54eeJOLq4FHTzBALBvzg7OjBjTD/m3ZvO73dmciXhIneSb7Ll0TqGXuhD44blaVnPclC64I8tlLGrTLuATpnBNYCT3IleRfuTHpHMuaNHsl335bBh3JXeY/TVoRyNOcRd5W2Oxhxk+LmBXE28zLAyYzODawA3hTsDSw7jZtJ17igzdma8n3IXg17H4OKjMoNrALFIQg2vOnQu0o0/7i6llEsZ+hQbxIpp03O9qZeVjYIUfc5Zm7QGLaVdy2UG1wC+tv4MCRvN/s2biIvJ4feV4K0gBNgCAVC9YWPkDx4g/Ttn9L/ZXrmCX2BQlgWAm1f/wdNKFTFaW2c73+DsTGLJUmxd80eWdFDmGAx6dm1cx9Pq1c3Ok9b6+aEJDMTm6tUsx00yGSILHbrd5csEBBfNnPPt6OzM2F/nUsXKGq/583Fduxa3lStxW7UKnZcXiU2bZk6PMclkGPNxp7WX5ezmRo2GDalctz5unl4F3RyBQJCDcuEhbFowgVL13NmauoIVcXNJD4xg1i/96fOF5akOeoOBLX8epqlPK7PlErGEpp4tOLRpa7YyW3t7hs6eTYNvOnJYfoQFsfM4IDlEZFoEP5afmJm673lWEisa+jZhf9QeALZGbKCuTyPszJwLUNOzNhFpj4hJj6a4UzgOYgeu/r0Q/UXK167N4fgDFn83RKoek6hJIMQx+zQ9B7kD1T3rcHjH9lzdS1BwhCkiAgEZHXK3Xn1YMm82T2vVQl24MIjFiDQa7C5fxv3iJb6e/lvm+QaDnsc3rqFuUM9inWlFgzmxciU3r1ymadsPaNjmA7Mp+mIiItCJROg9LK+iVxcrhs2lS6gqVMg8ZvXwIchkWN29iyYoKKO9anVGey9f5qsZs7PU4eTiSv9RPzKkx5fccHZCW6gQWi+vbEG91cOHeBfOujuZQCAQvCpXJ0e+6tyarzrnfiFyqioNo9GEu4V5ygABdkHEPVxntkwqlVK5Tj0q18noox/fu8usgcNxkFve5CvALogL8ee4EH+WmPRomvq2tHiuVCzD18aPWPVTPK29CLAJIi6nt6DPCS1TFoWbHaseLqdTwEdZvmSodKnMvDaZ5oVaZxllf16gdSBXI27l6l6CgiME2ALB32o1boaDoxNrly0iev9+RHZ2mJKVhJWvQNeZs7OMXptMYAKLiyIBTGIxRmtr7tSuxapd2zl/+hTfDPgBrUaNo6sb1jYZOVSNRiO8YFcvk1iccdN/6PW4nTtHoxatuXDhHHH79yOytcWUrCS8QkW6/joXT18/s3W16dCZef/7nceVKmUfMdfrcT93jhaffZVjewQCgeBNslEo0Bl0pOnTsJGazzedoEnA2tb8CHO2+uzsSFIlYDAakIjN97cJmgSeamKYe/9XQsqVJSHO/BtNyEjtmqhJwPbvDCQJuniK2+WuLSKRiD6//MLUQYO4cnkQdVzr4yR35p7qLvui9yA2iWnhb3n9ToI2ARtHYc3J204IsAWC55SpUo26TRpw++Y90lJTcXFzN7utuVQqxSMgkPiHDzNGj81Q3LuH1tsbnY8PT1q1QrduHf0/6YTUwQFTWhplq9Wg0xfd8fT1Q5yejiQpCYOTk/m67t5F5+UFJhPyJ09wP3GC0sHF6Pj1t3QWi4mNjiJdpcLF3QM7B4ccn7Fi7bqcPHoY46ZNxFapgtY3Y36hPDIS9xMnKV0sNHPURyAQCAqCXC6jVoVyHIr+iyZ+5keS98ftpUqbBrmqTyaTI0LEmbiTVPbInvHDZDKxK2IrIkcJExes4sGtmywZO4nmfq0Ri7LPpr2RfA2RSESgXWHi1LHcSbrFt5XNb25jjqOLC6N+/51Lp05wcu8+0lNScS/iy/dDpjFjyBDuptwm2KFYtuuMJgMH4/7im4ajc30vQcEQAmzBeyU26gmJcXHYOznh/Robprh5eoHlN5MAtPywA3ErlhHh759tJFiclobtuXMkNW369wExSTVq4LxrF5Eff4w4PZ3kixe50rM7Y2bOoU6zluw4fpyYJk2yjYpL4+OxuX4diVSK0+XL2Dk60uKDDtRr0ZrH9+6iUafj5euPu5d3rp4tXaWicet2eB47wtHDB0lNTgLA3tGJFh92oH6rtojFwvIMgUBQsL7q2oruP4wnyC6YEKdn85FNJhN7o3ZyR32Hbo2G5aqu5MQEbBS2LLk9Hx8bX/ztnmVlMplMrLu/ErUhHRdHDxTWNoSUKoOjjyuL783n08JfZlls+DQ9hrnXZ9KhcBdU+lSm35pEow/av/TOjmKJhDJVq1OmavUsx1t9+imzF0xnaNgY3BTumccNRgML7s7BM8ifwqFh/65O8JYRAmzBe+HOtassnTuLyIf3Ebm4YEpOxtXNnY++/IZSlSq/uIJXUKNRUy6ePQMbNhBboQKawEAwGrG+fRv748dJK1Eic3QYQOftjTg9HZFGg9HGhuSqVTFaWfH7tEn88NMEbgy6hHjrNuLLl0Pr44NIq8X2+nVczp7ls4GDKVWhEiaTCXsnJ/Zv20LfTzqhNpnA2hpTbCzFy1Xg057fWVz4l5KcxLI5szh75BAiN1fQ6ZCq1TRu045Grdrh5CbshCgQCApe1NM4Nuw6wIOHMZQsXoRJV8ZQ1Dmc0vZl0Bp0HE86gtZKz/fTpmGTy2kZ9k5OpOvT+Cjoc8acH0IJ5zIUdwpHpVdxNOYAtlI76no34o7LQ07u/4vLx05i7+TM9aRr9Dn7DbXc6uIgdeR60hUuxJ+lrGsFbqbeYNG936ndvAWtunXLs+ev1aw5aSkp/LC0LxXcK1NYUYQkfRKH4w7gF1yYnmN+fO2+OiH2KYe2byf6wSMUtjZUqFuHsHLlhcGVPCQE2IJ33o1LF5g8YghPq1cnvX7djPnMRiMx9+8z45exdO8z4I1MeRCLxfQcMoJje3ezaM5v6FKUIBKh9fcnuU4dNIULZ73AZAKjEZ7rwFJKleLBwoUkxcczfPJ0/tq8iV2bN5AUHYVYIiG8chXa/DSB4PASmdesWjCPPfv+JLp+/YxpI4BIoyH54kXu9fqasb/NyxZkpyQnM7J3D554eZL0yccY/57/LY2LY+ehQ8TGxNBzyIg8/4wEAoEgt0wmE/NWbGLJuh1U86hFEdsKJGuTuGcVTaTxCQ6BHihsbPigSg9KVKj4UsGgk4srQUVDQWdiZtX5HIk5SITqEXKxFV+F9KSoQwiDzvchPS4N1b0EqjhWQy6WIxUZOKc9w0OvSByd1Lg5BlFP7486NR0HLw9+bLwYV48XvO58BU06dqJa48Yc3b2LR48jsba35bu64wgsFvLadW9bsYwdK1dSzaMWZW1LkPxEyaqTM5E5K+g7YYKQ9jSPCAG24J1mMpmYM+kXouvXzxrQisVoihQhys6O/02bTNmq1S1ucf46xGIxNRo3ZcWCeSSXKIFJLkdZu7bZcxX37qF3d8f0/Fa3UikmH18iHtzDw8eHpu070rR9RwwGPWKxJNsoxZNHD9m7dTORH3XNkh7QZGVFcqVKYDSybN4s+o38Mct1qxYuJNrVhYRatbIc17u58aRlS86vXs2182cJL1cBgUAgKAjrd+5n89bjTCj3K85Wz4K85v5t+OPBUq7dv8GIuXNfefS27VdfMGPwYNwVHjTybZZ5XGvQMvf2rySmx/N58DfU9KqTWVbbuz73ve8x/uIY+kwYT3BY+Cs/38tycHKmacfOeVrnoR3bObp+BxPLzcTFyjXzeHP/Vqx+uJzpP/zAiHnzhJHsPCB8goJ32o3rt0g1GCwuNNR5eqL19OTM4YOvVL9Oq+XcsSPs37aFc8eOoNNqzZ4nkclIDw7G+vp1ZDEx2crF6ek4HDhAatmyoNejuHMHm0uXsLp7F2NSItfOn+X0oQNo/t4ERiKRmv0l8ufWzaSEh5nNvQ2gLFOGK6dOkZqcDGRkKLl85hQ7N2wgsXx5s9eYZDLiS5Zk1+aNufpMBAKBIK8ZDEbmLd9M9+DvsgTXkJF1o3PgJ+gS0rmWy1zT5gSHl+DrUaOY/WAmI68M5o/7S1lwdw69T3/JQ+kjKnpWyRJc/yPIvjAf+nVix7IVr3zvFzEaDFw4cYzfho9gXI+ezB4xkkunTmZkmcqrexiNbFu6jK+L9MoSXEPGZ9wx4CMMSVqunj2dZ/f8LxNGsAXvtKgn0Wi8vHJMl5fs7saTRw9fuu6/tm1mzf/mo3NxRuPoiFVyMrJJ4+n4xVfUa5E1n2vFajV4GvmI5AYNcNm4kfSwMNJDQjBJJFg9fIjd2bMY5XIkKhWeCxagd3NDb2+P7dOnGJKT2XnmFH9dPI9k8nhadv6IVp26mg2wHzy4T5q/b7bj/zApFIicnYiNjuL+rRv8Pm0SKqMJncFgMUMJgMbbm6tbtqBMSsTByfmlPyuBQCB4Hdfu3EdmlJvNnAEZAWAtl7qc+nPfa71pK1GhIpPXrOHiyRPER0dgaxQxvGo35owYTR03yxlJanrWYdnxhei0WmTPv4XMA+kqFdN/+AHNUxUN3BrjaeNFVNwT1k6axS4/V/qMG4eVhUGVl/Hozm3Euoxt4M0RiUTUca3Hqb37KFnxzaxd+i/J1wB7+/btrFixghs3bqBSqbh582aW8mvXrjF27FiuX7+Os7Mzn3/+OZ988kl+NlHwjlEoFEif2/rbHCutFuuXXN29d/MGVq1YypPWrdC7uWUel8bFsWLpIgwGA/VbtObymVM8unMbaysF9levkhoURFynTtheuoTT7t1gMqF3dgadDk3hwthcuUJcx44YnJ8FsbKYGJy3biW+enW0tWqxedtmtBoN7T/9Ilu7bKxtEP9ry/QsTCZMaelEPLjHkjm/EdWwITpPTzwXLAC93uxOkZAxwq4VixnTrzc/z/79pVfDCwQCwetIS0/Hwcopx3McZY7cTn3w2veSSKSUq1YDZycbEpPSAFCnp+HoaXkTGoXUGqlYilajyfMAe8HP4/BO9eTLkj0yUwKGO5eirndD5t75lcWTJvH1yJGvfR91ehoOVo45TrFxkDmSrrrz2vcS5PMUEQcHB7p06cLQoUOzlaWmpvLll19So0YNTp06xfTp0/ntt9/YtWtXfjZR8I4pVSYcyaPHiNPSzJ+g12N76xbla9TMdZ2a9HTWLJxPZIsWWYJryJizHNmiBasWzKN3l/bMnD2TpZcvsOHm1YxdxzZuxOXsWTQBASTXrYuhcGHso6KwVVhje/068W3bZgmuIWMaS2LLljgcPozB3p7IVq3YtW4NyqTEbG2rWa8+brcs7+Alj4jA3taWLWtXE1OnDtqAAEwKBVofH6xv37Z4nc21a6SWLk2swopDu3bk+rMSCASCvODv7clj5SO0BvPT8ABup9zk+oVzDOnaleXTp73Sm0lLPP38uJtiuY+MSotEJpdnbhD2InevX2Xejz/yQ+fOGe2dMZ3ox4+ynRcTGcGtSxf5NOirbPm2JWIJXxT+mosnj5MQ+/TlHsgMd28fIpWP0Ro0Fs+5l3YXrwD/176XIJ8D7Jo1a9KiRQv8/bP/5e3ZswexWMy3336LlZUVZcqUoX379qxcuTI/myh4x9jZ2VGjcVO89v6ZMUL7PKMRj/37KV66TJZdGF/kxMGD6L28MFhYSW1wcUHl7ExUYACP2rcnqUYN4uvUIeKrL9GEhuIc+YTSN25S+so1WgUF88u8RXzY7TMMhYtgtDe/+5bO0xO9oyNWDx9itLVFHVyEE3/9me288tVr4qDVYn/uXLYycWoqngcOUq9xUxKSElEXKZJZllqhAg6HDyNJyL4zmeLmTawePyYtPJz4UqXYs21Lbj8qgSCb7du306VLF8qVK0dIiOWMB1euXCE8PJyPP/44H1sneFv5eLoTFhzEwejs/R5AkjaJI9EH6BXcj+/8+2N7RcovPXty/M89eXL/Om1bsyNmK3qjzmz51shN1GzWHPELdt0F2LxkMb8NHk5QhB8DAn+gt18/bC+L+fnbbzm5/68s5144cYyKblWRS8yPiiuk1pRzq8TFE8df/qH+xdXDkyKhYeyL2mu2XKlN5mDMPmq1aPHa9xK8RXOwb9y4QVhYWJaVqyVKlGDt2rUF2CrBu+DjHr1IGf8T0mXLSQorjtbFBalSicv16wT5FaLXS6afi3/6FJWZ3Rufp/PwwKRQZD0okRBfrx7WGzbQ7cOOVKpdN7MoKSGBNJec5zbrXVyQpKQAkOboyNOn0dnOkcpkDJs0nXGD+pF8/z7xxYphVCiwjYrC9sYNWnXsQkBwMXBxzTIvXVuoEMpq1fBYvpy04sXRBAQg0umwvnULWVwc8W3bYlIo0Lu4kBwX96KPSCCw6J83lWq1mmHDzG8CotFoGDJkCBUrVsRgMORzCwVvq+97duXzAT8DUNurQWbQeS/lDnOuz6CpX2tKupQBIMAuiGruNflpxgj8iwTjF1TYUrW5UrpKVQ4X3c7UG+P5NKg7HtYZqfdSdalsjljHDf11hnfu88J6zh07wtFNO/m59BSc5E6ZxwPtC1PVrQY/Tx2Jf5FgfAplbHSj1WiwkeQ8Km4jsbG4wP5lderdk1++641IJKKuV8PMz/h+yl3m3v2Vem3a4OHjkyf3+q97awLs1NRU7P81uufg4EBqaupL1+XoaAOGt+bRzHJ2ti3oJuSpV32eyOhYlm/ew9X7j3Gys+XDhjWoUbF07lIE2Vrh4GANbg6MmjyRO9evs3PTJqKionB1caHJL78QVqZMtvlmmvR0Du3Zw6kTJzCZTJSvUIE6zZplvvpzcHLCJi2N7BM0npGkpKBzd89eIBIRHx7O/j07aNy6eeZhLy93bC5fIKefZolSmbFZDaBQqfD28sDZKXvH6+xUhAUb1nPq8GH27dlDelISwSVL0mz0aDx9fLh97RriFGVG3u3nnj29RAkcDh3CKJdjffMmJomE9JAQElq2zJybLVEqsXNyNHvft83b3EZ5Lka53lc1a2ZMxzp58qTFc6ZNm0aVKlVwcHDg1KlT+dU0wVuuaKA/C6cMY/xvy1h/+g8CHAOIUcai1qv5MLAz9X0aZznf37YQDb2a8uf69Xw6cNBr3VssFvPt2LFsWriQ4dsG4WnjjUws42HyfUpXqsLQ72Zh5+Dwwnr2rFxNR78uWYLrfxSyC6SeZ2P2bdjAR337ZTxDUGG2ph6yWJ/JZOJ6ylU6BdV/5Wd7nk9AIINnzOSPGb+y4fRq/B0DSdEqUZlUNO/alXpt2ubJfQRvUYBtZ2dHfHx8lmNKpRK7XO7S9Lzk5DSMOstzjAqas7MtiYmqgm5GnnnV55n9x0bmr91GWmgIqR6eiJXpbB03Gz87Gxb++D1uzk45Xi9TaVAq0zHIM+Zfu3oH8FGPrCMMSclZFwTevnqZKSOGovZwJyEwEEQiTm3YyMJff6PPyLGEl69Albp1mT1xIuLUVIxmfv7EqalYPX5MUsOGZtuld3Qk7uatzMUzACUr10Axezai6tWzj3wDkqQkZLGxqIOCEGk02Ny8RZlBw7LU8W/Fy1WheLkqWY4lJqXh6h2AjUSKPCIC7b+mY6WHhYFYTGLLlmbrdL56lTqNmuZ437fB84uT3kYKmRTMfP8SwOnTp9m/fz+bNm1iwYIFBd0cwVumaKA//5s8lIjopzyIiKLH8AksrPkHCqn5LBpV3aoz8dTPeXJvqVTKh92706pbN+7dvI5Br8e/cJFcZ1bS6/XcunmZoTWHWzynqlt1pp2clPnnUpWqsNQwlUsJFyj19+j8887Gn0Ir01G8TLmXfh5LfAODGDhtKrHRUcRERKCwsaFwSGiupr8Icu+tCbBDQ0PZuXMnRqMxc/Ty6tWrhIaaTycjeLet27Wf+Tv28bhr1yxBrKpsWZTHj/P58Als+vXnPE12HxsdxcRhPxDVoEHmSDFAeng48ogIpo0dwdiZcwgvHUbjdu3ZvnUr0a1aYbR9NjovTkvDdcMGUkuWNBsoA0gTE3FxyxpdObm6Uatpc/Zv38GT5s2yXCtOScFl61ZSK1VCZDDgvXMnZSpXYffmDdy8fg2pVErlqtWp0ahJrrYFFolEdP3qG+bNnMqTVq3Quz7Ld5pWsiRuq1ahd3MjPTT02Qi3yYTdpUs4RUVR/18pCAWCvKJSqRg6dCjjxo3D+jXTjglvKvNffj6Ps3MQoUX9EYtFyCWWNwmTieUYTcZcv9EyGAykq1SZG4+Zv84GT89qL91mrUaDSCRGIrL8cykTyzEZs7a377gxTBo4hA5+XanhWRsriRVqg5pD0ftYH7mKoTOn4uqSu8HGl3mz5+xUhGKhRV58YgF6l99U5mvvZDAY0Ov16HQZiwg0moxRZplMRqNGjZg8eTJz5szhq6++4saNG6xdu5bRo0fnZxMF+cBoNDJzxQae1G+QfYRYJCKhalUiV63i+LnLVK9QOs/uu2vDWpShoVmC639o/fxIKl2arWtXEVh4EJfOnYG0NDwWLUJduDB6Fxdk8fFY37+Pq7c39y0E15hMuF25SqPuPbIVffxNL5j7G4cWL0YdHEyanR2yp09RPHyIxscHm4QEXBcvJqBIMBdOnSC1eHFURYIQ6XTc3reH9csWM+jnCbnaSaxS7bqkp6ezbPZMdL6+KF1dsUpPx/b2HYJLlyHqwkVUFy+SVKgQmEw43b+Pi60dA6f9ht0L5p8LBK9qwoQJ1K5dm4oVK752XcKbyvxVUM9T2KcQVxIvUsqlrNnyCwlnCSwW8sI3WqlKJTtX/cGh7dvQ63ToDDrKV6pKw86d83R3Rk9PX64mXaaEcynL7Q0JzdLeQsVK0G/iRDYtWMjKk0twsnEmKS2B0JJlGNh/Kt6BxXL1xu5tf7P3st7253nRm8p8DbA3b97MkCFDMv9cqlTGD+DSpUupXLkyCxYsYMyYMcybNw9nZ2d69uxJ06ZN87OJgnxw/e4DVIDOy8v8CSIRT0NC2HTgWI4BdrpWz4F9h9lzdAapycm4enjSpFUbylathkSS/Uf7+MH9KJs1M1NThpTixTmxbBlnThwjXadD6+VFekgIYpUKSVoaGm9vrAwG/H38SLlwDpPRiCwxEVlcHCaJBHWhQkgTEjAlJXL5wjn8ggrj6euXWb9YIqFbzz607tSVUwf2k5SUiH3pcohEYlKSk7B3dMS+eWsWzv2NyI4dMTwX6EYVLYrVvXtMGvYDI6f9yukjhzh+5BA6jYaAIsE0bdOOYiWydui1mzSjSu26nDq4n6T4GMQSORUHDMHDxwej0cjVc2e4deUyYpGI4p0/JqRk6VfeglggyI0jR46gVCrZunUrAGq1Gr1eT+XKlVm3bp3ZDFOC/7Yu7Rrwx/IVFHcqgUwsy1KWqkthe/RmPu8+xMLVGZSJiYzr1ZNQaXFGh4/D28YXtT6dI08PMuOHwXQbNIAKterkSXvrf9iOdStXEepYHOm/2puiU7Ijegvdv82e07pwaHH6T56EMimRlKQkHJydsXd0ypM2CQpGvgbY7dq1o127dhbLw8LCWL16dT62SFAQVGlqRDY2Oe6+aLSxITnZcjaL6Nh4PvplK9H2rsSHh2Owt0cWH8+93+cQsH4tg3+ZhNW/Rpm16ekYc8hharSxwaDVEtusGQYbG+QxMdifOIHe1ZXEpk1BLCY9LIzLixZTunIVzpw6QUr58qjKls3IyHH1KoqHD0msWpWdEY858u1XfNa7L9UbZF2Y4+TqRqMP2pttw6i+PYmtWjVLcP0PTeHCpNy7x4ie3dEUCyGpdClMcjn3IyO5NHo4NWvXo1uvPlmCZCtra2o2aZZtJEAsFlOyQiVKVqhk8fMQCF5FTm8qV69enSVryKJFi7hw4QIzZszA3dyiYcE7Iy1dzZOYWORyOf7eHnn2Zb1d47rs2neAn6+O5EO/zoQ7lcRoMnIu/hSrI1ZSoVFdipfNeX7yypkzKWdVno8Kf5Z5TCG1poFPE4rYF+PniSMpWrIUKqUSRCI8fX3NDtLkRpV6DTh74BA/XRlJB/8uFHcqgdFk5Gz8KVY/Xk7VZo0JKWV54MjByVnYTfc98XZPYBO8l/x9PDHExeW4s6Dt06eEBPuZLTOZTHw9Zgr3ioaRVOnZdq56Dw8eh4Sg+fNPFs6cSo/vs25o5OrtQ3R0NJqgILP1yqOj0Ts7Z04h0Xt4kFa8OC5btmB/4gQp1ar9ncrOmXNXLhPz6adZ5lJr/fxIL14c5x07iP3kE5TFQ1n02wz8g4pQqEjwCz+X9LQ0Ht24Tnqd2hbPSQ4NhchIYuvXyzym8/REFRbGwU2bCQgqTN0WrV54L4HgTXnRm8rn2dnZIZfL8bL0Nkvw1ktMVjJz4Vp2HjyOs7Uz6do07Oyt+aJLS9o0rPXagbZEIqZPt1rseuzE4nX/I/ZKFEaTkcCgorTu/UWWdKjmKJMSuXjqBDMqzDNb7mfrj4vUlSEfdcXeyhEjRnToqN+2Lc26dMl1oK1MTGT9/PmcOrgfR4UTyWmJTL02Hq1BgwkIKhxCuz7dqfiC9greH0KALch33u6ulAwJJv7yZVLLZp9XJ1apsL1xnY69PzF7/YXrt4lIVJJkbjGeWExsrVqcWbwEZfceWUYCmrVuR8z61UQGBMC/F0+aTNieOUNayZJZj0ulJNerh9uqVaRUqgQSCSalkoRGjcwuctQWKoT67y3RUytVIrF0abavW02PH8znA36eTqNBLJdb/NIBYLSyMjvyb1IoeFqjOptWr6RO85bCVA9BgXnRm8rn9e7d+w23RvAmJSYr+ajPGELlZZhQ7ldcrFwz0solXWH+wnk8jnzKd5+Zf1v3MsRiMfVbt6VeqzZo1OmIxZLMRYov8vjeXQIcg7CTZV8kqDfqmHzpJ1xlbvQpPhBf24wpSg9TH7BixyIe3LhJz7FjX5hdQ5mYyE/f9qCcohxTyv2Gk5UzJpOJK4mXWHh/LpWbN6Tdl1++/IML3mn5upOjQPCPUd98gtfZM9idP59lB0ZZdDT+mzfxSavG+Hl5mL320KnzxAcHW5xiYlIoMBQqxLVzZ7Mcr96wMYH2Dnju2YP47w1dICOgd9yzB0laWvYAGzA4OWFwdEQeHY1YpQKNBk0hyztDpoeEYPXgAQCqYsW4cDJ3O3DZOTgglUqR/itd5fPkERFZsoI8T+vrS2pqKnHRUbm6n0AgELyO3xavJ1RWhk+LfI2LVUa/JBKJCHMuybDwn1m7dR+3HzzOs/uJRCIU1jZmg2u9Xs+ty5e4fPoksVFPMo9LpFK0RvObtOyP+hODycigUkMzg2uAALtAvi8+nITbUZw8uP+F7Vr3+++Usy7PJ0W+xMnKObOtJV1KM6rkL+zfvJkoM9ukC95vwgi2oEAUKeTLH5NHMWrOEq4tXIjIwx1RWhoKvZ5vO7WmcwvzOaYBVGoNxhxGeQFMMikGQ9at06UyGUPGT2HF77M5tnIlJlc3EIvQRz5B7e1FfLt2mGQy8/VJpWA0orhzBySSHOePm2QyRH/PMzXJZBhzuVOdWCKhfovWbD5zhqeNGmW7h0irxe7cOZIaNTJfgUiESC7D8O8t41+BVqNBp9VibWubp6kSBQLB+yFdrWHHgaP8Umam2XIHuSP1vZqwavOfjOjzmdlz8oLJZGL3mtXsXLUKJ5kzdnJ7HibdI7BoMbr060NQsVBiVFE8TY/J3J3xH3892c1HRT5DLMo+Qi0Vy2jl1Y6d6zZStV4Di/dPT0vj9KEDTCn3m9lyJ7kTdT0bsH/TJrr0/u71HlbwThECbEGBKRLgx/Lxw3gSE8ujJzHY2igICy6MRGI+oDtx/gq/rd7MxcvXULi7k1rJwgI9gwHpo8cEFA3JVmSlUPD5d/3p/OU3PLx9E5MJlsyawV2pBJOFV44ijQbZ06fYnzyJPCoKRCKk8fEWR5KtHj5E55Ex+m716BF+uZh//Y+Wnbpy5vhRTH/9RUKlShgcHMBkQhYdjev+/RhsbND6mZ+bLklKQqTW4OLpabY8N66fP8f6lcu4e/kiIokEucKaBi1b07xD58ydLgUCgSAqNg57uQOuCjeL54Q6hLP97h9vtB2rZs3i1sFzDAkZSSG7QAC0Bi37ovYw/rveDP31N2o3b8niQ7/TP3Rwlswej1UPCXUKs1h3cadwFpyfk+P9Y6Oe4GLtmjlybbYe+3C23d72cg8meOcJAbagwPl4uuPjmXMGgdU7/mLCkjXEVKlKerVaeC5ejPzx42w7FQLYXbmCj58ffoHmFzMCWNvYEFo6Y/63m48vkadOII2LQ++W/ZeF/ZEjYDJhcHbmacOG2Fy7hv3x4yQ2b55tlFmsUmF76RLxH3yASKfD7dx5Wnyb+3mm1jY2jJk+izWL5nNk9WpMNjag06OQSalQpToH9+5CrFRi/HeWEZMJl1OnqNWkKXJ57uYm/tuBndtZ9vscYqtUJv2bb0AqRRoXx8YzJzl99DCjp8/C2vb92jhDIBC8GoVcTrouHaPJiFhkflAkTa9CYZX9rWCqKo2jZy+hSk+nkI8X5UuEvtK6kcgH9zm+ew+Ty/2WZY61XCKniV8L9CY9a2bP5duxY5j1cCTDL39PM8+WFLYPRqlNRiKSkKZPw0FuPve/Sq96YX8qt7IiTafCZDJZfIY0vQqZ9av1y4J3l/DuV/DWi3oax4QFK3nc7oOMrb6trEhs0gTn7duxPX8e0d9pwMSpqTgeO4bnufP0/FcGkZyUKVse3NxwXb8e66tXM+eES5L/3959x1VZtgEc/53JngoooKCiiCiI4t57pmVamSOttKH5mtqrlVauTM2yNzM139w2tBwFb5l75SrN3BvEwd4gHDjP+wd58gQHQUEQr+/n46cPz7if6z6nc3HxnPu572Sctm/H5tw50kJCSOrcmVxnZ9KaNEGTloZLWBjauL+mEvxr+Ejlb78lvWFD1BkZeG3YSJPghjRq1aZY/bWxs+O50WNZ8M0Gpkz/gA6dupCbk8ve3TtQtFo8Vq3COTwcsvPGFWrj43H/eQvVb2XR/7kXinWt2xJiY1j1+adc6/cEmYGBpgctcypXJqZbN67a2fLV0oKfwhdCPHqqulemkosjJxKPWzxmX8JOOrdrbPo5N9fIJ//9hs6DxrDmyz3sWH+Bd2Yuo9ewCRw4eqLYMez64Qc6eHQu8AFGgM5Vu3Hm+FHSUlN4beZMHn99BL/aHOKjK3NYnbgKn1p+7IneabH9vbE7CWnVqtAYPLy8sba35XTSSYvH7EncRaMObYvUJ1FxyB1sUe6tDdtKWkAAuc7Opm3ZPj4kPPEE9ocP591hVqvRqVQEt2jFoIVLqOxR9Gm/WnXpxjfLviCmWTNszp/Haft2FL0ejEZu1aqFymgk/Y7hKIpOR/yTT2L3229U2rABVXY2aqMRlV6PKicHq6NHcYq8Sp8Bz9DOwowe1yMjSE1KwqWyG+6engXGpdPpWLfiS/68fo3Y7t0w/DX0QxsTg/OuXVRd8gVavQ6dVkun3n3pM3AQ1jb3Noxj24+byfD3J9elgK85VSrimzVj/9qvGDTyFazuc4lrIcTDT6VS8eKgPny6eAmT7WbmGyKxL3oXlzPO81inl0zbZn66nBNHrvFByH9MQ0sUReFYwm9MmP4J86eOJbRBQJFjiIm8Rgc7y9OaWmtt8HDwJO7mTZxdK9GoZWsatWxt2h9/I4L3Ro6mvkswPn8NL7ntfPJZtt78iTenfFZoDCqVip5DBrHsiyVMtpuGk97ZbP+um9uJzIrglQ6ditwvUTFIgS3KvUOnz5Nas06+7QYPDxJ790ZlMOC+bBnYO3D8t8PEzohm6Euv5lvZ0BIbOztee/s9/jNzKgkhDUlu3x5Fq0WTkoLr3n3kuLvne/hR0elIa96ctKZNsTt8mC529rw6cTKpSUmgAgcn5wIL6z8OHmDN0kXEx8ejcnJCSUzAs7oPz700Cr/A+mbHHtixjZMRl7n+5JN5D1b+Jcfdnbh+/fDasIGnH3uczo/3u+dFEW47feokqRbGdgMYHRzA0YGb16Lw8at9X9cSQlQMvTu2Iup6DG9+/y/ae3QhwLEBmTnp7EvYyZWMCyz+YCK2NnnTmV66eo0tuw8xr/EibLV/3whQqVSEVArludyX+fDzr/h64bQCr6UoCqd+/42LZ06hVqupF9IYa3tbkm8mWYxPURRSbiVZfH7ELyCAwePGMmPeZJq5tSLUuSlGxcjhpAMciTvIyClT8Kzuc9fXoXW3HsReu8HEjWPp6NGFuo6BZOSksydhJxFZVxg/98N8C5+Jik8KbFHu6TQa06wcBVF0OhSNhhvdu5Hj5ETs+fPMeXsi496bQb2QxhbPu1NQ02a889F/2PTNWo6uXUtudjb2ld0IahjCwQvnLJ+oVoNWi42NLSqVCseC7gD/5eCObSz5z0dEt29PVs2aeeO3c3OJPXeOD976NxOmzTSNCwcI27CeuEaNzIprE42GuEaN2L7lJ7o9+VSR+lgY7V1eYwByctDcZT5YIcSj5eXBT9ClbVO+3byVrRfXYaXX0aN/Y3p3fMVUXANs+mk3bd07mRXXd2rq1pw1R/7LxYgoavmY/7EfcT2e+XMHo81S09CxEblKLgu/mYLWXk9MdiSdPLsVeEPjZNKfWDvY4enjazH+Zh06UadBMDt/3EzY7+GggrqdGzGr15hC8/mdVCoV/V54gaadOrJz40Y2XdyE3sqKRs924OUOneRbv0eUFNii3OvWLIQ/dh3mml/Bs3Hobt4EIMfZOW8587p1uWltzedzP+CT1d8UeZq56rX8eO2td3B2siE+IRWNRktGWhqHBj6JOj0do4UH/CpdvEijV3oW2nZ2VhZL58/jet8+5LjfMb+3RkNmQAA3raz4fO4HzF/1tekXxc2IK2R1aG+5zWrViAkPL1Lf7qZp85ac+eUnbtTJ/00BgC46Gr1RoWoh838LIR5Ntap78ebo5wo95vrNBHxtLN/wUKs0eNl7cTMuwazAjroZw/uf/8Jg35G0cv97ZchBynNsuvo9P8ZtYH3kV/SvPtCsyI69FcMXFz/jyTEv3fUBSpfKlXli2PMwrAidLYS3bw0Gj339/hoRFYY85CjKvb6d22ITFWVavOVOKoMBp507SQ8JMVudMcvHhwy1itPHfi/SNVISE9n3y0/s+HEzZ44fR63Ou1Nra29Pq85dcdu9G4zGfOfZ/fkn9kaFoKbNC23/yJ5dGDzczYvrO2TVqEGaMZezx4+Ztml0OtTZBS+QAHnTB2oszNtdXK26dMPmxnWsLl3Kfx2DAfe9e+nZ/6n7HooihHg0ubraE5cVY3G/oijEZsbi4uhgtn3ZN2G0d+tKa492ZoWyWqXhieoDqOsayJ7k3Uw6/jo/Rm5k141tfHFxIZOOvk6XwQNofscc1imJiYR/s5Zlc+bw9cLPOHfiBIqilHxnhUAKbPEQcLS3Y9F746m29Rfcd2xHd/062vh4bP/4g8pr1mCoVCmvwL6TSkWmRxVuRBa+elZ2dhaLP/yA14c8w5JN3/Pf7VuYPHEi458fzMUzpwAY/Mpo6trYUW39emzOnEEbH48+MpIqP/+M19FjvDlr7l2X0r1xNZJkt0KmIlSpyKpiHm9I85bYnz1r8RS7s2cJbtGy0OsWlY2dHW/MmI3njh24bd+O/tq1vNf4+HGqffMNTerUpeeAZ0rkWkKIR0/vzq3ZHbuNHGPBC2GdSvoTvY2aAD9f0zZFUQjbsZcunpa/IexVtQ82NrY8M2kM1+vEc9zjDK6dfJi1ajVd+/89fO6nb79h4uBnif7feWpe9sL2dxVzXpvI3HHjSE9Ltdi+EPdKbkeJUnUzNp6t+w6Tlp5BdU8POrVqgpVeX+x2GgX6E7ZoDl+Hb+PHvftJTE4hVa0mqUOHvGXLC/gKUJd1C+tCxr4pisJH703mZFIi0cOeQ7n9EIqiYH3+PB9MHM+EGbO5EXmFwAZBeCd6czkigoRjx7CxtadDl2607d4TOwcHi9e4zZibiy4zs9BjtLeyzMbq9R7wDL+9Ppp0H598d761cXG4HD3KY3M+vuu1i8qvXiBz/ruS7T9sZt/uHRiys/Cq7kvP8ROpH9r0nuapFUIIgAb+tahbpxqLzs9npN8Y9Jq/fw9cS7/K4gufMGnMYLM8YzDkkJmdRSVryzcn3G2qkJqaTGDjUAIbhxZ4zN6f/8eOr75nTsh8s7b6+Qxg+aWlLHjrbf79ySeS40SJkgJblIrsbAOTP/0vv+w7RJafH5nWNjjv/413Fy7n3VeH0btD4XOLFsStkguvDenPa0P6E3k9mr6jJpHt6Vlgca3KzER7JYLg5i0stnfm2FHOX77EzWeeMX+QUKXiVu3aJJ86xftvjEXx8yPd0RG7lBR0ERH0emogTwx+rkjJODs7iyXz5vD73t1YKQq0bWuaY/pO6owMNJGRBDf7O95qNWvx0viJLP7wAzJq1yGlZg0UwPHKFezOnuWFsRPwrZN/tcr74exaiX7PDaffc6W3tLEQ4tH04ZTXmDxnCWMOv0BLt7Y4aJy4cusCZ5JOMuGlQXRr28zseJ1Oi721LdGZN/GwKXjq1esZUbi4FLyqLoDRaGTTl8sZ5TcmX6GuVmkYVnMEE46+xvkTf1KnQdFmnhKiKKTAFqVi3NyF7LwZx43hz+fNKQ0kkzeH8zuLVmJjpadTyyb33H51Tw/aBHjyy7ZtRHfpYl4g5+RQZetWWnbpik6vZ2fYD1y+eB5ra2tCW7XBr159VCoVW8I2k1CvXoGzdNgfPow2LY2bw4ZhtM9bxCCFvMVsfvzhB1QqFU8MLvyhHoD/TH+PP+JjiX7hBZy3bMF561aSunY1Gy9OTg5VfvmFNt175Lsb3qRte2oFBLL9x00cO/obiqIQHNKYzv9+G1e3gsdzCyFEeWRjbcW8d14j4toNtuw5SFp6Kr29g1nQ9mWzGUduU6lU9OnShp9//4GhfiPy7VcUhZ+iw2j9VC+L17xy7izaHA21HesWuF+tUtOuckcO/PKLFNiiREmBLUrc2UsR7D9+iutDn8t3tzbH3Z3rnToz679f0bFF6H19JTdvcEsGrjiG1dq1JAQEkOPoiD4xEefTp2kQ1JB69YMY/XQ/DN7eJFepgiYri61bt1DVzZ0J02cRFxNNtn/+WTNUWVnYHzlCzJAhpuL6NqO9Pdd69yZs7Vq6P9G/0KXDL589w+nTJ7k5ZAhoNCR17YpLWBhuK1eSUb8+uY6O6OLjcTlzloaNGjP45dEFtuPq5kb/4S/Sf/iL9/xaCSFEeeHjVZURzzxepGOHP9WL/tvexP2aJ109u6NW5d0Qyc7NZn3kV8Tp4mndtbvF89PTUnGxdi30d42r3pWI5OvF6oMQdyMFtihx323dTVJAQIFDIQCyq1cncfcuTl24TGDtmqbtickpfPfzTn4/dwkrnY7uLRrTsWUoOgvt2FrpePvNf3EmOpsdP4WTEJeAu7sHHd9/nsz0NOZNfYfrjz9uNn45pXlzUg8cYOYbr+Pu6YU2JYV/ztNhfeECWd7eeYurFMDo4IChWjV+27ub1t16WHwddv4cnvc6/HWHXNHrSXj8cfTXr2Nz+nTef69fZ+SESTRr39FiO0II8ahyr+TKO691Y8G6ffz420aCXULIUXI4FneEmgH1+Pfb8wudZ9q9qidRKZHkGHPQqgv+XXIl8zJu1QpeUVeIeyUFtihx0QnJZDk6WT5ApQInJ+ITk02bNm/bw3sLlpHlV4skL29UBgM7127Ecekals2cRM1qXhaaUlGnflC+VRunjHmFmDat80+Lp1KR2Lw59t9voEl1H07v2UlG/fpm47jVmZlmy7IXJNPBgeTEhEKPiY+Px+D0j9dBpSLby4tsr7z+OGzciL2jY6HtCCHEo6xKZSemLF5ExPlzXDh1ErVaTa+QF6jiXe2u53p4eePp48O+6F20q5p/ufJUQwp7onfybq8lpRG6eIRJgS1KnFdlV2wio7E4Z4aiQGIi7pVdATh47ATvLV5F1IAB5FT6+2GViKAg7E6eZOikmfy05EPs7fKvAGY0Gjl2YD/bfw4nMSGBym7utGjTlmuXL3Grk4W7wioVcQF1uXT5Ep4OjmTs2kV8mzamO81GOzusrl4ttI+2ySm4VC5k2j3Azc0d/c1rll8HoxESEnGpVLnQdoQQQoBP7Tr41C54MazCPD1mNPPGj0et0tDSvQ2av9Y5uJZ+lQUXPqZt7964VZU72KJkyTzYosT179YOx9OnUFlYJMXq8mXcHO3xr5G3KuD8tRuIbtnKrLi+LT0wkGQ3DzZv25NvX2pmNu+8N4dPP/uEXTotR+vUZgdGFi34hByttuAlxv+Sa29PamoKb86eR5BWR/Xly3HdvRuHX3+l0pkzWEVFoUlKKvBcTVIS2uvXaNyqTaGvQ4cevXA6dQqVwVDgfuuLF3Fzdy90GV8hhBD3p0Ydf8bNncsWw8+M+W0kc8+9z5QTE5lx5h1a9O/OgJdeKusQRQUkd7BFiatZzYsuLUL5X1gY17t1w2j7951nfVQUVbdvY8qk11CpVKSkpXP67AUy2+X/6u62uLp1Wb99H8/26Wa2/bXlezhv5Uxsj96mIR5ZPj5k1K5NlS+/RHXr1t9zW/+DPi6OKlU9sbN3YPTEyWxcs5ID+3aTazDgVa0a1Xs8xq7NP3Djsd7kuriYztMkJuIZFsaTzz1f6Lg/yFt6PSS0KTnh4dzo2hXljuP1V6/isWsXQ9+dXmgbQggh7l/NugFMWbyYqMuXuHktChtbW5q1aUFaesE3QIS4X1Jgi1Ix818v4vDFGr5buYJcHx+ybWywjY3FJiODmeNfplXjvDHTmbeyUFtZWXwgEsBoY0N65i2zbZeuXuO3y7HEPt833zzYip0dmb6+2B0/TlrTpvkbzMnB9eRJuk2eyoVTJ5n79kTSfH1IatsWo5UVMdeuEbFvFz5e3mjWrSO3ShVuOTphnZKMNjqaJ597nu79BhTpdXj5329ht/BT9q5YSY6vD9nW1tjGxGKddYuRb75DvZDGRWpHCCHE/fOuURPvGnkP1+t0OkAKbFE6pMAWpUKr0TD55aGMfvYJdh38nbSMTKpV9aBV42A0mr9HJrk4OqDKyUWTkkKuhYf99NHR1PKuarZt54HfSatdx2Jhntq6NW5r12K0tiYjMNA0XESdlobH9u3UDwjEy7cG44YO5FqH9mTV/Hs2kzR3d9Lr1cO4cRNPDR2Oa2U3khMScHJ1pWHzllhZuCte4Oug1TJ8zOv0f244x37dz63MDDy8qlG/cehdl1cXQgghxMNJCmxRqpwdHejbpZ3F/Xq9jj6dWrP699+Jb98+/wE5Obj9eZyh48zHyGVlZ5Ott7LYbq6LC7k1auJ7+gxph4+Q6+WFOjsL9Y0btOvZm4EjXmH75o1keHmZFde3KVZWRLdpTfj36/lk9Teo1ff3uIKDkzNtuve8rzaEEEII8XCQAluUudGD+rFjzBSM+/aR1Lixady0JiGBqrt20aZebZo1DDQ7x8/HG9ed+0mx1KiiYJOYwCtvTsHe0Ylrly+h0+sJCGmMzV9jwg/s30uSXy2LcRmqViUjK4uY69eKNB2UEEIIIQRIgS3KgUrOTqz7eCrvfb6C/cuXo3F3A4MBdWoqg/p0Y/Sz/fKtwtW+eWOs/rMEfVQU2d7e+dq0vngRB50e/wbBqFQqvH1r5DsmJ8eAotNZDkylQqXXkZuTc999FEIIIcSjQwpsUS64VXLhs8ljiU9K5mJEFFqtlvq1a6LXF1wA67RaPhrcildXhBPTqhWZ/v6g1aIyGLA5dQq3Q4cY/f7cQpfH9a9bj7NXLpLl41Pgfk1yMqSny/yoQgghhCiWcldgx8XFMWvWLPbv34/BYMDPz4/x48fTpEmTsg5NPACVnJ2o5FzIKpB3aBvozZv/Hs3q738mYu9e1A4OGFNSqN0gmGc//OSuCxJ06fME219+nuSgoPwPWCoKrocP06Zrd/RWlsd6CyGEEEL8U7krsKdOnUpSUhJhYWE4OTmxYsUKRo4cya5du3CUJaXFP9SpW5t3P+pNUnwcKUlJOLtWwvGOeasL4+7pyVPDXuTbtSuJadGCW35+oNGgjY/H9cgRvG5l8dTwEaXcAyGEEEJUNOWuwI6IiODpp5/G1TVvGe2nn36a2bNnExkZSf369cs4OlFeOVeqjPM9LDnerV9/qnh58d3aVVzdug21TotOp6Njz8d4bOBg0wORQgghhBBFVe4K7BEjRrB+/Xq6du2Ks7Mza9aswdfXlzp1Cv+6X4h7FdysBcHNWpCZnk52VhbVfKqSkppV1mEJIYQQ4iFV7grskJAQNm7cSOvWrdFoNDg7O/PZZ5+h1+uL3IaTky3klruumXFxsSvrEEpUmfTHzgpHRxtwLpm7zC53tONSQm2WJxWtT+W5P3pZREgIIR5p5aoKNRqNDBs2jGbNmnHo0CHs7OzYuXMnI0aMYM2aNfj7+xepneTkDIyG8nsH0sXFjsTE9LIOo8SUVX906VmkpGSSq88o0XZdnG1JTCrZNstaRetTee+PtU4LbmUdhRBCiLJyf8vTlbDk5GSuXr3K0KFDcXJyQqvV0rlzZ6pVq8a+ffvKOjwhhBBCCCHuqlwV2C4uLtSqVYs1a9aQlpaG0Whk27ZtnD9/nsDAwLs3IIQQQgghRBkrV0NEABYuXMicOXPo0qULWVlZeHl58e6779KsWbOyDk0IIYQQQoi7KncFtq+vLwsXLizrMIQQQgghhLgn5WqIiBBCCCGEEA87KbCFEEIIIYQoQVJgCyGEEEIIUYKkwBZCCCGEEKIESYEthBBCCCFECZICWwghhBBCiBJU7qbpKwkqnb58/+Wg0aPW5ZR1FCWnjPqjsnXG2sqGXF3J/m+s12jylrquQCpan8p7f6y0mrIOocKTPP+AlWF/rOycUZXC572855Hikv48WHfL8ypFUZQHFIsQQgghhBAVXrm+ASCEEEIIIcTDRgpsIYQQQgghSpAU2EIIIYQQQpQgKbCFEEIIIYQoQVJgCyGEEEIIUYKkwBZCCCGEEKIESYEthBBCCCFECZICWwghhBBCiBIkBbYQQgghhBAlSApsIYQQQgghSpAU2KVg4cKFdO7cmcaNG9OsWTNeeOEFTp8+bdrv7+9PUFAQISEhpn9nz54tw4iLZ9SoUfj7+3Pw4EHTtv3799OnTx+Cg4Pp1q0b4eHhZRhh8fyzP1FRUfj7+9OwYUOz9yg1NbWMI7Xs008/JSAgwCzecePGmfafOnWKZ555huDgYNq3b8/KlSvLMNqiuVufHvbPkXj4Sa6XXP+gVbRcX5HzvLasA6iIevTowaBBg3ByciI7O5vVq1czYsQIdu/ejVqd9zfNF198QbNmzco40uLbuHEjt27dMtsWFRXFK6+8wuTJk+nbty/79u1j7NixeHl5ERwcXEaRFk1B/bntxx9/xNvb+wFHdO9CQ0NZtWpVvu1paWm8+OKLPPvss6xYsYLTp08zcuRI3N3d6d69exlEWnSW+nTbw/o5EhWD5HrJ9WWhouX6iprn5Q52KahRowZOTk6mn9VqNbGxseX6r+KiuHnzJvPnz2f69Olm2zds2ECdOnUYMGAAer2eDh060KFDB77++usyirRoLPWnotmyZQtqtZpXX30VKysrGjZsyIABA1i7dm1ZhybEQ01yveT68kRyffkid7BLyc6dO5kwYQKpqamoVCqGDx9ulojHjx+PwWDA09OTgQMH8tRTT5VhtHenKApvvfUWr7zyCp6enmb7zpw5Q/369c221a9fn7CwsAcZYrEU1p/bBg4cSHZ2NjVq1OCFF16gS5cuDzjK4jlx4gTNmzfHxsaGRo0aMXbsWKpVq8aZM2eoV6+e6Y4a5L0/69atK8Noi8ZSn2572D5HouKRXC+5/kGraLm+ouZ5KbBLSfv27Tly5AhJSUls3LiRqlWrmvYtX76ckJAQ1Go1Bw4cYMKECeTk5PDss8+WYcSFW7t2LYqi8PTTT+fbl5aWhp+fn9k2R0dH0tLSHlR4xVZYf1xcXPj6668JDAzEaDTyyy+/MG7cOBYsWEC7du3KINq769atG/369cPT05OYmBjmzZvH8OHD2bRpE2lpaTg4OJgdX97fHyi8T3Z2dg/l50hUPJLry3cukVxfvt+fipznZYhIKXN2dmbo0KG89dZbnD9/HoAWLVpgbW2NXq+nbdu2DBs2jM2bN5dxpJZFRkby+eefM2PGjAL329vb5/tKNCUlBXt7+wcRXrHdrT92dnaEhISg1+uxtrbmscceo0+fPuX6PapTpw5eXl6oVCo8PDyYOXMmsbGxHD16FHt7+3wJtjy/P7cV1id4+D5HomKTXF/+SK4v3+8PVOw8L3ewHwCj0UhOTg4RERHUrl073361Wo2iKGUQWdHcvjvTr18/s+2vvvoqvXv3pm7duuzZs8ds38mTJ6lbt+6DDLPI7tafqVOn5junvL9H/6RSqVCpVCiKQt26dfnf//6H0Wg0fXVYnt8fS+7sU0EetvdIVDyS68sXyfXl+/0pSIXK84oocStWrFBiYmIURVGU+Ph4ZfLkyUpoaKgSGxurnDhxQjl+/LiSlZWlGAwGZe/evUrTpk2VFStWlHHUlmVkZCg3btww+1enTh0lPDxcSUpKUiIjI5WgoCBl/fr1SnZ2trJz504lODhYOXbsWFmHXqC79efw4cPK+fPnFYPBoGRlZSlhYWFKgwYNlK1bt5Z16BaFhYUp8fHxiqIoSlxcnDJp0iSlQ4cOSmpqqpKamqq0aNFCWbBggZKVlaX88ccfStOmTZXw8PAyjrpwhfXpYfwciYpHcr3k+getouX6ipzn5Q52KThw4ACLFy8mPT0de3t7GjRowPLly6lcuTLHjx9n7ty53Lx5E41Gg6enJ2PHjmXgwIFlHbZFNjY22NjY5Nvu6uqKk5MTTk5OfP7558yaNYupU6dSpUoV3n///XI7bdPd+nP58mUWL15MXFwcer0eX19fZs+eTadOncog2qLZvHkz06ZNIzMzE0dHR5o0acKyZctMXw0uXbqUqVOnsnjxYlxcXBg1ahQ9evQo46gLV1ifoqOjH7rPkah4JNdLrn/QKlqur8h5XqUoD8u9diGEEEIIIco/echRCCGEEEKIEiQFthBCCCGEECVICmwhhBBCCCFKkBTYQgghhBBClCApsIUQQgghhChBUmALIYQQQghRgqTAFqWiY8eOLFy40PTzkCFDePvtt00/T5o0iWHDhhWrjbIWFRWFv78/R44cuafzZ8yYwbRp00o4qqIxGo307NmT7du3l8n1hRAVk+T6/CTXC5Cl0kUxTZo0iQ0bNph+tre3x8/Pj1dffZV27dqZtq9fvx5ra+uyCLFEDBs2jCpVqvDBBx+USHuXLl3iu+++Y8uWLSXSXnGp1WpGjx7N7Nmzad++vWkZXSGEKIjk+nsjuV7cJq+8KLbQ0FD27t3L3r17+fbbb6lXrx6jRo0iMjLSdIyrqyu2trZlGGX5smrVKtq2bYubm1uZxdC5c2eSkpLYtWtXmcUghHh4SK4vPsn14jYpsEWx6XQ63NzccHNzo1atWowfPx6DwcDZs2dNx5TGV34Gg4FPP/2Ujh070qBBA3r16sXXX39tdoy/vz9r1qzhjTfeICQkhLZt27J48WKzYxITExkzZgwNGzakZcuWzJ8/n4kTJ5q+xpw0aRK//vorGzZswN/fH39/fw4ePGg6PyYmhpdeeong4GA6derE999/X2jcRqORsLAwOnfubLZ9yJAhvPXWW3z88ce0aNGC0NBQPv74Y4xGIwsWLKBly5Y0b96cjz/+2Oy8jh07Mn/+fN59911CQ0Np0aIFq1evJjs7m+nTp9OkSRPatGnD6tWrzc7T6/W0b9+ezZs3F+n1FkI82iTXS64X904KbHFfsrOzWbduHXq9nnr16pXqtaZMmcKWLVuYNm0a4eHhjBo1ig8//JB169aZHffZZ5/RpEkTNm3axEsvvcRHH33Er7/+atr/5ptvcvbsWRYtWsSKFSuIjo5m69atpv1vv/02oaGh9OjRw3T3JiQkxLR/3rx59O3bl82bN9OrVy8mT57M5cuXLcZ97tw5kpOTCQoKyrfv559/Jicnh7Vr1zJp0iQWLVrEyJEjycjIYM2aNUycOJFFixbluxOxevVqfH19+e677xgyZAjTp09n1KhReHt7s379egYPHsyMGTO4cOGC2XlBQUFmv0CEEKIoJNdLrhfFI2OwRbEdOnTIlIQyMzOxsbFh3rx5eHl5ldo1r169ysaNGwkLC6NWrVoAVKtWjUuXLrF69WoGDBhgOrZnz5489dRTAAwaNIjVq1ezf/9+WrRowZUrV9ixYwfLly+nefPmAEybNo39+/ebzndwcECn02FtbV3g13yDBw+mZ8+eAPzrX/9i1apVHDx4kBo1ahQYe1RUFAAeHh759nl7e/PGG28AUKNGDZYtW0Z0dDRLly4123bgwAGzcY9NmzZl+PDhALz88sssXboUjUZj2jZixAiWLl3KgQMH8PPzM51XpUoV4uPjycjIkK91hRCFklwvuV7cOymwRbEFBQUxe/ZsANLS0ggPD2fixIlUrVqVBg0alMo1T5w4gaIo9O/f32x7Tk4OGo3GbFvdunXNfnZ3dycuLg7A9Fd+cHCwab9Op6N+/fqkp6cXKZY729doNFSqVMnUfkFu3boF5H1tV1hbAJUrV6Zy5cpm29zc3IiPj7d4nlqtxtXVFX9//3zb/nmelZWVKSZJukKIwkiul1wv7p0U2KLYrK2t8fHxMf0cGBjItm3bWLFiBR9++GGpXFNRFAC++uorbGxszPapVCqzn3U6Xb79t8+3dE5xFKX9O7m6ugKQnJyMi4uL2T6t1vwjqFKp8rUPeWP77nZeQdv+eV5ycjIajQZnZ2eL8QohBEiul1wv7oeMwRYlQqPRkJWVVWrtBwYGAnDjxg18fHzM/lWvXr3I7dz+Cu3YsWOmbTk5OZw8edLsOJ1OR25u7v0HDgQEBKBSqfKNkSsL586dIyAgQKZuEkLcE8n1lkmuF3eSV14Um8FgIDY2ltjYWK5cucJnn33GhQsX8j05XZJ8fHx48sknmTJlChs3biQiIoIzZ86wfv16lixZUuR2fH196dChA1OnTuXQoUNcuHCBd955h7S0NLM7Hd7e3pw8eZLIyEgSEhIwGAz3HLuLiwtBQUEcOnTontsoKQcPHqR9+/ZlHYYQ4iEgub54JNeLO8kQEVFsR44coXXr1gDY2tpSvXp1ZsyYQd++fUv1utOnT+fLL79k0aJFREVFYWdnR+3atRk0aFCx2pk1axbvvvsuI0aMwNbWlmeeeYaWLVuSnZ1tOub555/n3Llz9O3bl4yMDFauXHlfD/YMHDiQRYsWMWrUqHtu435dvXqVP//8M99UUEIIURDJ9cUnuV7cplIKG1AkxCMgNzeXHj160LFjRyZNmlQq1zAYDPTp04fx48eX6t2fwrz33nsoisLUqVPL5PpCCFGWJNeLB0nuYItHzuHDh4mPj6devXqkp6ezfPlyrl27xhNPPFFq19TpdMyePZsrV66U2jUKYzQaqVKlimlKKyGEqOgk14uyJHewxSPnwIEDzJo1i8jISLRaLbVr12bcuHGEhoaWdWhCCCFKiOR6UZakwBZCCCGEEKIEySwiQgghhBBClCApsIUQQgghhChBUmALIYQQQghRgqTAFkIIIYQQogRJgS2EEEIIIUQJkgJbCCGEEEKIEvR/uHsnlETWspAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(12,12))\n",
    "plot_decision_boundaries(X_ref, y_ref, clf, ax=axs[0,0], title='Reference data')\n",
    "plot_decision_boundaries(X_test, y_test, clf, ax=axs[0,1], title='No drift')\n",
    "plot_decision_boundaries(X_covar, y_covar, clf, ax=axs[1,0], title='Covariate drift')\n",
    "plot_decision_boundaries(X_concept, y_concept, clf, ax=axs[1,1], title='Concept drift')\n",
    "plt.subplots_adjust(wspace=0.3, hspace=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These plots serve as a visualisation of the differences between covariate drift and concept drift. Importantly, the model accuracies shown above also highlight the fact that not all drift is necessarily malicious, in the sense that even relatively significant drift does not always lead to degradation in a model's performance indicators. For example, the model actually gives a slightly higher accuracy on the *covariate drift* data set than on the *no drift* set in this case. Conversely, the *concept drift* unsuprisingly leads to severely degraded model performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unsupervised drift detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before getting to the main task in this example, monitoring malicious drift with a supervised drift detector, we will first use the [MMD detector](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/mmddrift.html) to check for covariate drift. To do this we initialise it in an unsupervised manner by passing it the input data `X_ref`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd_mmd = MMDDrift(X_ref, p_val = 0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Applying this detector on the *no drift*, *covariate drift* and *concept drift* data sets, we see that the detector only detects drift in the *covariate drift* case. Not detecting drift in the *no drift* case is desirable, but not detecting drift in the *concept drift* case is potentially problematic."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "No drift\n",
      "Drift? No!\n",
      "p-value: 0.37\n",
      "\n",
      "Covariate drift\n",
      "Drift? Yes!\n",
      "p-value: 0.0\n",
      "\n",
      "Concept drift\n",
      "Drift? No!\n",
      "p-value: 0.37\n"
     ]
    }
   ],
   "source": [
    "labels = ['No!', 'Yes!']\n",
    "for name, Xarr in Xs.items():\n",
    "    print('\\n%s' % name)\n",
    "    np.random.seed(0)  # Set the seed used in the MMD permutation test (only for notebook reproducibility)\n",
    "    preds = cd_mmd.predict(Xarr)\n",
    "    print('Drift? {}'.format(labels[preds['data']['is_drift']]))\n",
    "    print('p-value: {}'.format(preds['data']['p_val']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supervised drift detection\n",
    "\n",
    "The fact that the unsupervised detector above does not detect the severe *concept drift* demonstrates the motivation for using supervised drift detectors that directly check for malicious drift, which can include malicious concept drift.\n",
    "\n",
    "To perform supervised drift detection we first need to compute the model's performance indicators. Since this is a classification task, a suitable performance indicator is the instance level binary losses, which are computed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 0\n",
      " 1 0 1 1 1 1 1 1 0 1 1 0 1 1 1 1 1 1 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "loss_ref = (clf.predict(X_ref) == y_ref).astype(int)\n",
    "loss_test = (clf.predict(X_test) == y_test).astype(int)\n",
    "loss_covar = (clf.predict(X_covar) == y_covar).astype(int)\n",
    "loss_concept = (clf.predict(X_concept) == y_concept).astype(int)\n",
    "losses = {'No drift': loss_test, 'Covariate drift': loss_covar, 'Concept drift': loss_concept}\n",
    "\n",
    "print(loss_ref)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As seen above, these losses are binary data, where 0 represents an incorrect classification for each instance, and 1 represents a correct classification. \n",
    "\n",
    "Since this is binary data, the FET detector is chosen, and initialised on the reference loss data. The `alternative` hypothesis is set to `less`, meaning we will only flag drift if the proportion of 1s to 0s is reduced compared to the reference data. In other words, we only flag drift if the model's performance has degraded. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd_fet = FETDrift(loss_ref, p_val=0.05, alternative='less')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Applying this detector to the same three data sets, we see that malicious drift isn't detected in the *no drift* or *covariate drift* cases, which is unsurprising since the model performance isn't degraded in these cases. However, with this supervised detector, we now detect the malicious *concept drift* as desired."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "No drift\n",
      "Drift? No!\n",
      "p-value: 0.15596677330906383\n",
      "\n",
      "Covariate drift\n",
      "Drift? No!\n",
      "p-value: 0.2672809517932724\n",
      "\n",
      "Concept drift\n",
      "Drift? Yes!\n",
      "p-value: 1.6510876695574494e-18\n"
     ]
    }
   ],
   "source": [
    "labels = ['No!', 'Yes!']\n",
    "for name, loss_arr in losses.items():\n",
    "    print('\\n%s' % name)\n",
    "    preds = cd_fet.predict(loss_arr)\n",
    "    print('Drift? {}'.format(labels[preds['data']['is_drift']]))\n",
    "    print('p-value: {}'.format(preds['data']['p_val'][0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression example\n",
    "\n",
    "To provide a short example of supervised detection in a regression setting, we now rework the dataset into a regression task, and use the [CVM](https://docs.seldon.io/projects/alibi-detect/en/stable/cd/methods/cvmdrift.html) detector on the model's squared error.\n",
    "\n",
    "Warning: Must have scipy >= 1.7.0 installed for this example.\n",
    "\n",
    "### Load data and train model\n",
    "\n",
    "For a regression task, we take the penguins' flipper length and sex as inputs, and aim to predict the penguins' body mass. Looking at a scatter plot of these features, we can see there is substantial correlation between the chosen inputs and outputs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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sZs6ch0YjMXHik2W2V1EpDz4kchP6UvCvVRQ9uJX8EV+TX8FD+zNxamPI7foszge24Lx/E3ltHqRICrtAMy7B7DpB+B/PYX63NdavBhGR+SciF8s0JyN4nMEiUQuH1sDeJdDtQej+EBxchXDgjyoP4lQVTTViXj4RwRv8yxe8TszLJ1bZmD179iY1tTmSJHHVVQPJzs7i+utvxGYLIywsnE6durBz5w4A+vcfRGxsHIIg0KRJU/r1G8i6dWvK7Hf16j8oKipi3LgHMBqNmEwm7rtvPOvWreHUqZNVth6VKx9FgUJNFHZDHdwYzn1DOfDJAg59Ag5dDarixV0SZAx/vYG44jVw5iAc24Dmk0FY7Dsv/GDlwC2a8fZ4NFiYsROl9Q2QsQuWvAy/T4GT2/G2/1eVe6GqprNqRMwvO2X42eQXgqiokgNUg8FQLCsp56zXGygs9Gd2nTPne+bNm016+glAwe1207RpszL7PXLkMFlZmQwc2CtIrtPpOHkyndjYuAu8EhWVC4sBB8bcXQheN57IRtjF0Boz5e7LfQpxzfRgoexFytwB1ibl6kODF2PhIQS3A4+tDk4xvNLzURQoqDsA85ivkP58F8VaA1+n+ymISMV6+0LElW8hKDJylwdwxLSv9DjlRVU01YhsS0TKP1Km/GKzdetm3nrrVV5//X+kpjZHo9HwxhuvsHfv7jLbR0VFU6NGAjNmzK7mmaqonD9W1xH0y6cgbPwSFAWxVjs017xDjrl8SuFMFFEPlljIOxZ8QVe+YHGd7MCy8T2k3yeD7EMXm4zuuq/JMzU4981nwS1acNe5Gm3dQShIeGUId+5D/PP9YsuKgLD6PSz9E8k1nl8czblQTWfVSEH3Z1E0wYeaisZIQfdnL9KMSnA4HIiiSHh4BJIksXnzRn799ceztu/Roxdut4uPPno/kOw0Jyeb3377pbqmrKJSafTHViNs+ILTUaDCkbVI6z9FW8kEBE5NBN7BrwXJlPjmuGOal+t+U9YWf+bnYhdj4dRONL9NRIu7chMqhUf2KxlRBM3enxF2LID9K2D/coRdP6LZ9YMaR3Mlcdq7rLq8zipChw6dGDLkGsaNuxNFUWjbtj39+g08647GZDLz/vuf8P77/+OWW67D4XAQERFB+/ad6NPnqmqevco/EUnxYMnfgZi9H8USS1Fk03Id8ms0IhxZGyIX9v6Gvms2HjGywnNRFMhP7IvlrqVIJ7eimKJxx7emQBdfZnuL6zjazDQUnwdfbGqZ5nNxzy/ovLl4NJVz7T4TrVYD+5aEXtizGEvrOxGPr0HwFOKLTsZuaXhB87GpKWjOgpqC5tJBTUFz+VJV6xFFgfB9s5Fm3hqQ+VrfQkGfl3CJ5y60FrX7C8Q59wXJlDa3kN//Tdy+src1F2otVudB9J8PQcg97BcYw5Fv+hbxw/7B86nfi/yR314whwhRFIhc9wrCr8HOR0qfp+Dwnwh7iisRawx47viJ3IjWFepbTUGjoqJyRWEsOo40/99BMmnD5xhyd5Xrfm+tLigNegd+ViKTkDvcdVYlc6EQBAHt3p9KlAyAMxc2zcTX9+kSmSUGT/+XKqxkdDrNWePeZFnB13gISkKrgEyJb4aS1KlEyQB4i9AsfhYdoRVDK4tqOlNRUbnsEN0OKMoLkQuF2VAOy1eesR6WYR+iz9oOXhfe6GTydLWrYKbBiKKAcGp7qDx9MwV9XkBbvz+4HXjD653V7FYWFk86hiPLYMciiE1GbnI12ZbUkHY55sbYrpuBNmsHogDuqCZodoTGygkZO9H4CnFLF2Y3pSoaFRWVyw63uSb6Wu0QSp+1SDrkyPrl7sMhxeCI7VEFszs7Pp+MnDwEcd2nwfLWt+LETGF4+ZwHSqORwLD2Y4TfpwRk4vrPibh1PjlleJPla2tAfA1iYqzkZ9gJr9E6pAiD3OoWXNpIuEAWdtV0pqKictnhEsy4h32AUt9v/lIi6+G9dT4Oc30kEUzeDAzyhTsb0uGE3KNoBc/ftpMExT+2UlJ2XhQFTN4sjHIuggCF8Z3wDfo/0FtAo0fu+V+c9QdX+vDd4tiLsOLNIJmQdwzp5NYy2wuCgMmXDfnpCIJAQVRzvCM/AlMkiBJy29spajP2gga2qjsaFRWVy5J8U310I79B58rEp7XiFMMxu9IxrP8Acc0HKNYaGAdNJT++W6ULpwkChOVvQ/PT43B0DbbGg/D0eop8Y72QthbXcfRr30Vc9wlKRBLGQf+HKyIZw7ZvkJa/Cnozxqsm46zVAyKSoPvDIIASVhtFqPzZkKAoAbfo0ihlyHSyA8veeUi/TQJFJqL3UxQ0HE5ug9EYx/VElN0U6ePxKhf2rEpVNCoqKpctboy49bUAf0JLw4bpiMtfAUAoykfz+TVY7l5BXljFTVIA5qLjaD8dDIXZAIhbv0eXtRfDjT9QVMq7TSPI6Fe/hvjXB/6x07eimXkLYu8nEX96wt+oMAvp25sx3fwd4lclIQ0SYBz5Ea4Goyq1qymw1MfW8S6Ele+UCE2RyHGhWT3Mx/9AmjOuZOx5D2C6PgpX7SEUaoozhlSBH3K1KZq3336bd999N5AGBaBXr1689po/yKlx48bo9XokqUSTzpgxg8aNGwMgyzJvvPEG33//PU6nk9atWzNp0iQSEhIC7VetWsWUKVM4dOgQ8fHxPPjggwwaNKiaVqii8s/E5M1Ak38ExRBOoanOeZddLi+CACb3SST7MRRjJLLOhrjmg+BGiuI3IZVT0Uh4MRUcRHDZ8YbVRsrbH1AygXGPb0LnOEyRrWlApnefQlz3SXBndTojrv0odN57FkN4LcgtyRIirfkATcMReCqxk3DLIu7296Kt38sfU2SKRIltSo45OaidRiMibf4GUoZAQrHr8oktSOs/QVPvGrzeK6QeTdu2bfniiy/Oev3DDz+kQ4cOZV6bPn06Cxcu5MsvvyQuLo4pU6Zwzz33MG/ePERR5OjRo4wbN46nnnqKa665hpUrVzJ+/HgSEhJo0aJFVS1JReUfTXj+VrRfjYT8EyBp0Q58GXvKTXiEC+Ot9HeEZW/wj12QCZIO39A3UOr1QNgW7EWlGMLL1Z9OLsCyeTrS4udA9qEPr4V83WcgSsGmKUmLojUH3StLerDEQV6pwMvCLJTw2ggnzjgrsdWEovzgOUbWQzkPBS268hDnPgD5xxFEDfKAl9Cm1sUjlGQikWUFpekwhPWfwa+T/MJ63VHa3oaiVG1c3WXjDDBjxgzGjh1LvXr1MJvNTJgwgQMHDrB+vb963pw5c2jUqBGjRo1Cp9PRq1cvevXqxYwZMy7yzC8eHo+HZ599nIEDe9OvXzfc7vNPZ1FR1PLPVy4GOR/N7Lv9SgbA50Fa+B9MeeWLZTkfTL5sNN/d5lcyAD430tz7UDre7S+cVowS2wR3fKuyOzkDY/Y2pF+eLlEquUcQfn4GecDkoHa+Ps9QaAp2hS6SIvAOeZ3S+fYVtxO520Og0Zc0tMYhN+gLYql3fK0RX8f7qGwMtUG2o5l7L5wu0Sx7kRZNwJQbnDlaURQozIS9v5cI9y8HezpyFcdvV+uOJi0tjY4dO2I0GmndujXjx4+nVq1agesPP/wwHo+HmjVrcv311zN6tN+OabfbOXbsGKmpJX7hNpuNOnXqsGPHDtq1a8fOnTuDrgOkpqbyww8/VM/iLkGWLPmNrVu3MGvWAkwm87lvUFGpAFpXNsLJtBC5kHcYwqvWiiA5MxFyDgYLFQXZ6cB79wrEU9vAEIY7riUFuhrl6lPMOxwiEw7+geea/yHc2hSt4xiesLoURjVHlF1Ycncg5hxAscTjjGpGfmJvLHct949tisQd2xKnPh7LXSuQTm0BSY83viV2Qx2sY5egObkJfF588c2xWxpTWbczrTsb4fjGstcTUaJkJUlE2PNb6Bp3/YymzYNVWmWz2hRN//79GTFiBDVr1uTUqVO8+uqr3H777cybNw+z2cynn35Kq1atEEWRP//8k0ceeQSv18sNN9wQSNpos9mC+rRarYFrDoeDBg2CM53abLbA9YpyZjqFmBgrp06J/jxJlwnp6cdJSEjEZgtNyVFd6xAEAVEUzms8URSJifn7tCLnun45cdmsxREPMY0gIzgfnjaqdtAaqmQ9uhp+E9Tpt/hiNNF1oHZ7aNDZ/zNQ7jqXuWWkOarVDl10bajlP+PRAmGyDKunwZz7A820ne6Gwf8HMV2hYdfgsaPbQb12AZnfqNgMajcLyErteSpOQTzENoFTO4LEmqg6oZ99o76wc1GQSEjuT3h41VYDrTZF06hRo8D/x8XFMXnyZNq2bcvGjRvp2rUrnTp1Clzv3r07t912G/Pnz+eGG27AYvE/9O32YL94u90euGaxWEKu5+fnB65XlLJyncmyfN45wmbt38PkDWs4VuAgwWzhydbtubbehU/RPWXK8/z00w/IskyvXl1o27YD//nPf/nf/95k8+YNeDyhpZfPVvpZkjS88cbUkNLPwDnLPyuKgiwrgc+tMuWfZVn+2xxTV1J+sMtrLQbCh7+P9ovh/jQqgoCvzzM4zA1xF6+hsusRRf8Lytn+3gTBSvioT9B8eS24HCCI+Aa+TL6hHt5Kfn46WxOsPR5BXOb3WsMcjWfIG+Q6JIQCB9HRFjIz7ZidhzEueCT45tXv425+E3nnuZM717rLRk/48PfQfj4MnDn+30PvJ4N+D6ex1BuAIWk2wsE/AFBqtaeo4TU4zvM7d65cZxfNvVkQBARB4Gw5PUVRDFyzWq0kJCSQlpZGs2b+twC73c7hw4dp0sRfPyI5OZkVK1YE9bFt2zaSk4M9Ly4ms/bv4T+rluP0eQE4WuDgP6uWA1xwZfPYY08TExPLxo3reeedD3C73dx22/V07dqDmTPn4vH4ePXVl5g48UneeOPdwH2//PIj//d/rzNp0hSmT3+P559/lubNW/LOOx+gKArjxt3Jt99+zR133AWUlH+OiYll587tPPLIv4mLi2fo0OEhczpd/rlr1x58881sFEUpcw4qlw95kW0w3/0nUv4hFEMEhdZ6eNGdV5+2wv1odsxFPLEJX+q1OBO7U6QJfhFRFHBFNEa88VuEzN1gq4k3OhWvUPm9gVu0kN/hUYwpIxFceXjDkijU18DiPIJuzyI4tILwxoMhujF4y8gD5syB8MqNLQhgte9Cu+17yNqL3GIMBTU64y5HglCAImtdxBu+RszcBeZYfDGpuMVQc7lDn4h31Dfoc/eh04o4zHUpEi98WeszqTY70KJFi8jO9rsJZmVl8fTTTxMZGUmrVq3Ytm0bW7duxe124/V6WblyJZ988gmDBw8O3D9mzBg++ugjDhw4QGFhIVOnTiUpKYk2bdoAMGzYMHbt2sWsWbPweDwsW7aMJUuWMGbMmOpa4jmZvGFNQMmcxunzMnlD2eWSLyTlLb1cVunnMWPKLv0MavnnfzqKAg59TfJiOpFvTT5vJWNxH0f32WCkxc8hbJuL5tubMW2ajnTGk0oj+DCufg3x48EI8x9C+PI6dF8Ow+w5dV7jewQ9+bYU8mI6UaCrgdGbjeH7m5AWTYBt89HMvhvx5GaUuJTgG/UWfBGhQZzlxVKwH/3H/RCXvoy4dRaaL0dh2TsfQTh3nRhJBNPmj5E+GogwbzzC1zeg/bg/FtfxMtsXiWHkRbaGet2qRclANe5o5s+fz6RJk3A6ndhsNtq1a8cnn3yCxWLh5MmTTJ3qN81IkkTNmjUZP348119/feD+sWPHYrfbueGGG3A6nbRp04Zp06YFTDS1atVi2rRpvPTSS0ycOJH4+HhefPHFS8q1+VhB2edFZ5NfSMpberns0s8lstKln0Et//xPQ0cRWk8uHm0YboznvqGCaDK2IeQHV6mUlk3F2OxGHPqaAZmx8Aji6v8FtRMy96DN2gnxF6Z+C4A2ZzfCseCDdnHhI/ju+h3xl2cQ9i1BiWuK95p3KDDWQcKHwZ2JTzJQJNrO0qvfomP0ZoHio0gX63cMcOYGtZEWT8RYfxCF0tnNylCcyXrpy8H920+gyUiDxJpl31TNVJuiee+99856rXfv3vTu3fus18FvSnv44Yd5+OGHz9qmc+fOLFiwoNJzrGoSzBaOlqFUEsyVO0eqCKVLL1+oejRq+ed/FmEFu9H+8oT/4VqnC54BL5NnrVzp47NSlildkSkzu+NZ21bxfHwePKIB18gZ6NzZeDU2ikQrlqKj6Fe/jrj+c5Tw2hiHvEZefFdkJXg7ppMLMO9bgObXp8HrwtDjUYhPCR1H8ZXPE03hLOu+dGpOXT4uVFcAT7Zuj1EK1u1GScOTrdtX+djBpZf9B3/nW3pZLf/8z8HkzUb71UiE3b+Az4Owfym6L645b1PVmXhjUsASvCORu47HaUgIkjlNicjtxwbJlIg6eKIurOLzRDQKMZPJzUbistTBjRGHLoEi0YpG8KFfOdWfgsZbhJC5G81nQ7Hk7Qjp03RyDZrZd4H9JDhzkX56HCHvGNiC3bB9vZ/EqY065xydhhrI3f4TLDRH440JLRNwsVBznVUjpw/8q8Pr7ExKl16+8cbrsNvt5116WS3//M9Bk38wNG7Fno4mdz/EXDhTlUOfiHjbj2g3f41wbC2+ljdRlNQPnxJ8VuFVNDi7PoahyRDErN0o1pp4Y5pRoCu/+VWnODHYD4DPjSesLs4yzisKNVFobvgebcZWxNzDyFENKIpuhkcwYnEdQ8w/hmKOAa0Zcf3nwTcrMlLmTiiVqkaSRKQy6r+I6z7Bc8dPSH9OQ8jcg6/t7RQm9jyrs1RpfIpAYeu7METWQ9r4JUpCGzwtbsShTyz3Z1HVqKWcz4JayvnSQS3lfPGxOnZjeLd9iInGNe5P8m1lmH2KOR/3ZkkU8Prks1qPwrPX+VPQFGaDpMU35HXyG4/BK5zbIcHoycS09BnEDV8CoNRshWvkZ9iNSUHtJLyEHZiHNPse8LrAYMN702yQvWi+vs5ffE2jxzfsHaSNX8G+pUH3e2+aRU5Cv8DPgiAQseFNpF+eCmont7qRvAHTUAQRUQBPJf4+BQE0kohPVgLPrr/jQn7X1FLOKioq543TUhdfz8eCZHKXf+O0Vt7T6u+QZQWP9+xKxuTLRvv9bSUJL30epHn3Y7LvKVf/huOrA0oGQDi+Ed366UhC8IDmgv1I34/1KxmAonw0+35FM/PmkgqfXhfSrLuRez4anIKmVntcscHOSIqi4G08GCwxJUKdCW9xChqfT66UkvH37VdQ5VEy1U2FTGdPP/10mXJBENDpdNStW5eBAwcSGVmOWqoqKiqXDV60ONrejympO0LeYZSwRJxRzasleWZZSM5MyAlNGSPmHQkyVZWFKAqIR9eGynf/hKnj/UgZ2xGc2cjRyQgFGaG1XkQJHBnBMkVG9rhg7M+QsQvBEIYnriWF2lCzYr6pPtY7f0dzcgv4PPjimmG3NMLsSkeXsQVcdnwxyThsTZCVc7s3Xw5USNEcPHiQHTt24PV6qVu3bkCm0WhISkpi7ty5vPnmm3z99dch6WBUVFQub9yiBXdsZ4jtfLGngs8QBWGJwdmSATns3OcSsqwgJ7QNMefIDfqi/30iwsav/AJBRL5joT9JZ2mToSyDObokoWdxW1GrR5w+INBWW6cLpms/K1PZ2A11oE6JOdjsOoFx5vUIx/xJgjWihHTrAnJiu55zPZcDFTKdDRgwgNatW7Ns2TLmzJnDnDlzWLp0KW3atGH48OEsW7aMFi1a8PLLL5+7MxUVFRVAkiqeC8+pjcI76hMwFB/gixK+q1+n0Hp2xxqNRkQqjvwsSuiE3GxU4JoS1xRSh5coGQBFRlw6FXn4uyBp/TKdGW+9nnhHfeYvxQwgaZGH/Q9x+atBCkk4tBJdRtnllM9Ed2pTQMkAIPuQFk3AIDsCuQLLEbt5yVKhHc306dOZNm0aYWEl3hlhYWGMHz+ecePGccMNN3D//fczbty4v+nl8kZRlHJF66pcGFRflSsXQRDYVZjL17t2cMxRwC0pKbSLjMVQjrosigK50R0x3/MXUv5hFFM0BZa6+MooHOZBZkt+Fp9s24ZRo+HWJik0tUbjG/g2hi7jwevCG14f/eFloW/e+5fhHvYB3LsWgzsLpyGeQmMtFMA87i+k/GPI5hjQWTDMuz9kbKEot3wfhjMn9N7cQxjdJzFt+hDx0Cp8qSMoSuqLUxtTRgeXNhVSNFlZWXi93hC5x+MJpJeJiorC6XRemNldYkiSBo/HjU53XrlWVSqAx+NGklQv/CuRvc48+s3+HmfxM2Xevr18PmAgA+Nrly9OUVH82QJiiqPfz3LPxrxMhsydE/j5yx3b+fXakaSaI3GHlWSxMEQkhpjJlOYjcemjcWviMNRp4U8+WTyOQ18LYvxlTjSCD12rG4NdnAUROaokmfDfIcc08TsSlFq43Ppmf4zNrp/8Y+z+GVOHu/D0moJXubz+Jiq0X23bti3PP/88R46UlCA9cuRIIBMzwL59+6hZ89JIe3ChsVjCyc3NwO12qW/aVYyiKLjdLnJzM7BYwi/2dFSqgL/S0wNK5jQvrvkLJ+Wvi6LFg8WTjkEuO42TIAm8szE4hYxPUZi7by+iGGyZUJx5MPhliEzyH/inDkOIT0HryqIIH4fy8vAKZf/dexUJV7fHkNveBqIGJbIu3lvm4Ag7u+t3aRzhTfHe+J2/xLOkRe5wF0rzUQElcxpxzXSMBUfO0sulS4XU4qRJk7jvvvu46qqriIiIQBAEsrOzady4Ma+++ioAPp+P++67r0ome7ExGv3ZUPPyMvH5Qnd2lwuiKCJXdUm9C4AkabBaIwKfu8qVT0Ve32zOA2gXP4u4Yz5KbAqGoW+RF9WuXC+BclltPE74dSI0HwXWOH8lyiPr2NDwZh5avID1J0/Sr04dXuzcldq60JgRhz6Ror6vY+j+hD/XmRRe7lpmPrTkJl6F4V9/IPpcuHSxWNL/OI/izpcWFVI0iYmJzJs3j5UrV7Jv3z4AGjRoQOfOJV4o58pZdrljNJov+wffpRoUqPLPomN8DQwaDUWldjVPtu+AEemcCkevFKKbf1+gropwMg3tp4OxjPsTu7FuoJ3iU7i/VSt+OnQwIBMFgWsbNAqJN/HGNkMj6WDtJwHZntuXMGTBD+S5/HE0vxw6xDGHg4VDhmEu4/HpVSQc2vjiwcvzKZSgKOAUI/x2JgU8UU3QRNZHyN4XaCO3G4vTXKvCfV9sKmXo69KlC126dDnr9auvvpoPPviAGjXKV0JVRUXln0d9o41fR1zLVzt3csxh59aUprSPjMOLwhGXgxyXi1pmKzEafcjOQFd4DOHUdug5ASSd39S15XukrL2QWDeobauwaH4cPoKP0tIwajTc3rQpKZaIkIe13VAH4Y5f0G6ZgZC+FV+rm9itiSfPtS6o3basLE4VFdKMfCS73xmg0JyET7mw8e8FmhjEm2aj3T4b8eBKfM1G4qrb97I7n4EqynV29OjRMp0GVFRUVE6jKAqNjeFMbtsZQQCvV8aFj492b+OZ1auQFYUoo5HZQ4bSxBQefK/OCv2ehZ+f8UfoixJ0/09wxH0xWkTa2GLo0L0PiuKPvj/bjiDf3Aixy7OBKpfWgtyQNvFmM83zNmH4Zoy/uqekRXvNO+Q1HIXvAj9S7ca6iO0eQewwAd/fpOO51FFT0KioqFxUfL6SEul7HXk8tWpl4Awly+nknt8XU0Dwi6si6mDp1JI0MLIPlk7929ADr1f2K5lzULr0eF2zlTtTg7MgL+jZBsN3t/mVDPjT38wZh9mxvzzLrTCn53O5KhlQszerqKiUQZ7sZltuFqecTuqFhdPEEo62Gt5LjzhCvcd2ZGWR53Fj1pY8rkRnZkhWAAAl/wSEXbhihwYkprRowis1XEj2E/jCkzBqXMFZAQAUGcF+DCzlc2f+p6EqGhUVlSAKFC8TVq1g7r69Adm0Pn0ZVbtBlSdsrG21hsiaRkURrg2OXfMZo/2uwLnBrr6C7cKeC+vkQizLJiKtK3EQkG+e5TfRlc53Jogo1iszrONCUK2ms7fffpsmTZrQqlWrwL///KekYM/27dsZM2YMLVq0oGfPnnz+eXB9h6KiIp555hnat29P69atGT9+PLm5uUFtFi5cyFVXXUXz5s0ZOnQoq1evro6lqahcMey25wYpGYD/rljOSU/VB2I3MNt4qWtXpGITWIzJxLu9+2I6w9FX9Lmg5yNgLC5zLGqg16MoxYcvGo0USDdzPhjzdvuVjK0m1OsGpkjEOfcij5wOhuJSzZIO74gPKLCcf35HSRIrnI7ncqDadzRt27bliy++CJE7HA7Gjh3LDTfcwGeffcaOHTu46667iI2NZcCAAQC8+OKLpKWlsWDBAgwGAxMmTODRRx/l/fffB2DDhg088cQTvPnmm3Tp0oV58+Yxbtw4Fi1adMUGkaqoXGjy3e4Qmd3txunzUtWBHTokbm+QQt/EOuS5XSSYLESX4XUmeBwcyz5F9qjvKLJnojeFYyrKxuYT+O3UET7Zvo36YeHc0iSFhkZb5c83XPnQ72m/qSx9G7S7DbxuZEsNuO5zhKy9KGGJ+GKa4TuPD0cQwJa/Hc3GzxEyduNrdzuFCd1xSaHF2C5HqkTRDB06FLO5YrEmv/zyC6Iocu+99yKKIi1btmTUqFF8/fXXDBgwgKKiIubOncvbb79NXJy/it6jjz7KoEGDOH78ODVr1mTmzJn07t2bXr16ATBq1ChmzpzJ7Nmzuf/+0DxEKioqoTQIC8eo0QRF7fdMTCReZ6qW8UVFoI7eEkhaWZaSKLDWYpqlG/oCEy4lAX2RxPF8SNEa+PfSRQD8yiG+3LGdJdeO9vdXCYSI2rDoYcjY5RfsX47S879IK15D2DzD3wbQxTbBdPMiCjXnLr1cFtaCveg+6gcuf3ybZu9izEPfxJ1yxxWRhaRCe7SdO3eyZ09JYaFly5bx73//m7fffjvInXnixIlnrUmTlpZGx44d6dWrFw8//HAgnc3OnTtJSUlBFEumlJqays6dOwF/OQKXy0WzZiW5ierXr4/RaGTHjh2BPlLP8BAp3YeKisq5SdSZWXjNcFrFxKIVRUY2bMjr3Xuhq0ZLu0PxkukrOmvKl/1FXizmcJ5btYrJf/7JMytX0jQmhpfWBteZcXg8bM7KKLMPQRDIkd1kyi6/tigDJf9EiZI5fZ/WEFAyAdmpHehyyi5hXh6k9M0BJROQ/T4Zozer0n1eSlRoR/PMM89w66230rBhQ9LT0/n3v/9Nu3btmDlzJi6Xi0ceeeRv7+/fvz8jRoygZs2anDp1ildffZXbb7+defPm4XA4sJ5xEGiz2XAUe6Gc/u+ZbaxWa1Abm80W0seBAwcqskyAkLKkMTGhh5SXM+p6Ll0uhbX0jrbwe43R5LvdxJlM6DWVN35UZD0+WebXQ4e4b/FiDuTlMbxhQyZ37UpyVPBOYf9xO6+sWxeUSmZTRkaZ7s0aSQyZQ77Lxbe7dvHY8uUUeDw80Lo1D7ZuTeKZzgh52jJmqYQkwATQaqXK/+4Ol2F2E0TMJj1mW9V9H6rru1ahb8+BAwdo0qQJ4Dd1NWvWjOnTp7N69WqefPLJcyqaRo1KXP/i4uICyTg3btyIxWIhKytYe+fn52Ox+B/4p/9rt9uDdkt2uz2ojd1uP2sfFSEryxHwsLnSUrao67l0udTWYkQg31V5J4CKrudAkZ2r58zBW5yLb/aePTg9Hl7t1pM1p9JZf/IkHeJr0CAinKwzssTP3buXpzp04KGlSwMym05HakRUyBzW5J7irl9+Cfz8ytq1xBiM3FE/JchUZTLXw1SzJcLxTQGZjACtbw7K1KzEN6fQ0oDCSv7urNHNMRjCSuKCAF+fZ8hxW1Cq6PtwIb9roiiEvJyXpkKKxuPxoNf73QzXrFlD9+7dAUhKSiIzM/Pvbi0TQRAQBAFFUUhOTubHH39EluWA+Wzbtm0kJycHxtDr9aSlpQXG3bdvH06nM9AmOTmZtLS0oDG2bdsWaK+ionJpszc/N6BkTqOVJB5btYL5xfkV32YjN6ekcHvTpnyybVugXW5REb2iLczp2IAv0l00MEmMiVBoouRwUNGyOy8HSRRJCY9kydHQDMifbEvjhvqN0ZcyERZqIhFHfYVuzyKkA0vxJl+NK6kvCKCv0wVpx3zkpO64Gw2mUFP5EvYOcz2EOxejTfsOIWsPvhY3UFCzyxVxPgMVVDR169bl559/ZsCAAaxcuZK7774bgIyMjBCTVVksWrSIjh07EhkZSVZWFq+88gqRkZG0atUKgFdeeYVp06bxr3/9i507d/Ldd9/x3HPPAWAwGBg2bBhvvfUWycnJ6PV6pk6dSo8ePUhISABg9OjR3H777SxbtozOnTszf/58du/ezeuvv16RZaqoqFQjbkHGo8hYBC1hZdR66lizJk+sWBEk+2L7dhaPHMX6kyfZkplJjMnEe7170XTR3bQ4uIphNZqDMxuyD+Ic/SnXbVfYUvwy3D8piYFJdUPGSY6MRCsIIelpHIZaCM3vIbr3I+Rm2gMWM2ej65Ga3IjPpwQUgigK5MseDIKERil/gURFgXxLY8TOTwfS31xJVEjR3HfffYwfP56pU6fSpUuXwMH8H3/8QUrKuesuzJ8/n0mTJuF0OrHZbLRr145PPvkkYNqaPn06EydO5P333yciIoL77ruPgQMHBu5/4oknmDx5MoMHD8bn89GtWzcmTpwYuN66dWsmT57M5MmTSU9Pp06dOkybNi2giFRUVC4dZBTW52UwcfVqMoqc3N+yFVfVqsOQevVYuN+fzkUAGoSV7eKrQ2TB4GGccjmxaXUkUIDm5HaQvXBsQ6BdgdNBWlZR4OefDx7krubNqRsWxoE8v6nKpNXyn1ZtEOWylcNpRVJ6g6EoBCmEbJ+LGbt28dG2NBqEh/NU+440t0ZWyLValpUqD4q9GAhKBfdmmZmZZGRk0Lhx44CJa+PGjVitVho0OP+ApUsF9Yzm8uFKWs+VsRaF3c58tmdnYTPoaRoWSZzGGNJqe0EOvb6fGbSBeK1HT4Yn1WdrTiZZRS4ahIURZzQxdOE8dhZX8QVoFxfHNwMGc8Cez968XOJMJppFRFF3y4dIPz1e0qGkY9W1s+iyPNjzdHSjRkzs2JktWZm4fD5SwiOpY7CS6S1ia04m2UVFJEdE0tgSjlS8M/m7340gwItb1vH6hvUBmU6SWDHyOuoaLr5zR1lcsmc0ANHR0URHRwd+LigoCJi+VFRUVDbZsxg0t+RAv25YGPOGXEN8KWUjCP4Km2e+5b61aSMjkurTMSI+IHMj83THjvxw4IDfGaBGDUY2bMiPhw/ywJLfA+2urlePdzvfTA29FemvaSjhSfh6/JclGaGPuY41axIl6OkVXWLtyPIVccuvP7L25MmA7NvBQ+gdk3DOXUmWz8W7mzcFydw+Hztys6kbf2kqmuqkQo7xH3/8MYsWLQr8/N///pe2bdvSu3fvQCE0FRWVfxaCAKIkIEkCHkHh2T9XIwkCPRMSaBETw4G8PNZm+B/ekiQiSSKKAja9LqSvGIMRjRD8WDrktHPjokVsPHWK1OhoVh8/zsrjx3nsj+BzmwX797O9wE1Ok1vIv/V38oZ/SU54K/rVSaJTqcwgg+vVo2fNxJCxt+VkBykZgIeWLSVf9pzzM9AIIuH60PMlo6Smk4QKKppvvvkmsJtZt24dv/76K6+++irNmjVj6tSpVTJBFRWVS5cc2c13h/cy9Kf5TNz4F+meQlpatWxsYeTXnA9YwU+s7FKXArebTfmZ3Lb0F25b+gvr8zNoHxdPrKkk24AAPNuxE7ozCojZi1Pi7MjKYtbu3ezJyUErihR4QhWA3e1GUcCFEY/sj02pq7Pyeb8BLBo+gl+uHcnb3XuRqA3NXGL3hKbeOVlQgEs598F8mKjl/7r1CJI1ioggNbJymQKuNCqkbk+ePEliov9NYOnSpfTv359BgwbRsGFDbr755iqZoIrK5YAggLVgH2LWbtDbKIpKoUiKuNjTqlIUUeH9rVt4rfhcYtXx42zMyGBuYh6Rc8cBYAU675hDgzsWEzdnVuDeBfv38euIkfw8bAR/nkwn1+WiY3wNmpjDQ8ZJstqIN5tJLygIyE46HPSsVYulR0rclM1aLfXDQu8HCENLW1txUbSzmMEahUegEcUg9+pbU5oSJenPWTpZUaBvfCK/jBjJX+knqGk20z42nhjJ8Pc3/kOokKIxmUyBgMg1a9Zw/fXXA37X46Kior+7VUXliiYsax3aTwaB1/93IDXqjzDkXZza0IqPVwqn3EW8vWljkKy5WSLyj1eCG3pdaA//iUmrpbDULmT6tjTe794bqYaIW5ZJ1JsRy9g8RIp65lx9DU+v+oOVx4/Tq1Yt7mrWAq0o8vL6tczbt4/UqChe7tqdRJ0ZBA/ZRXnoRA1WXXi5vbgaGKzMv2YYE5Yv42B+Prc0SeG+5i05SxacELSItLRG0coWdVkXKasKKqRo2rdvz8svv0zr1q3Zvn073bp1A2D//v3Ex8ef424VlSsTvVKAZtGEgJIBEHf/jCFjC86afaptHqLoD36uroecIAhIooin1A7AoygoojYkdZgXIST4sHtCTT7bu4OJq1eT73ZzfXIy41u2plYZZq36eiuf9e6P3efFJmnQKCJHPAWEGwzc3bw5Drcbl89LnjubievW8dWeA0QZjbzRuR19E+ohEHoeVMaKaGuLYdGQ4RTJPiI0OqhEOIuqZEKp0BnNk08+iU6n49dff2XSpEmB85rly5fTuXPnKpmgisqljsZbgHBqe+gFx8lQWRWgkwsIP7GEiKWPEpE2HavzYLWMG6sx8N+2bYNkK7IKcPd5+owJmiGpMy6fLyASBYE4i4UHlywhu6gIryzzxfbtfLlrB+JZnkpaRSRS1KFRRJyCj3G/L2bapk28vn49H27dyjXz57E6O5cvdu9HVhQyCgu5cfEyduWmV2hdRiQixMopGZWyqdCOJi4ujvfeey9E/vTTT5fRWkXlykQUwOw8jJh3GMUcQ5ElCbnZSMQNwXWW5OiqL+srigKWnbOQ5pWUwRDDa6Pc9jMOfRUHKitwe+OmdE5IYFd2NnFmM8lhEThFUG6dj7TlW7DVxNf0WpSwJiweUZMZu3chCHBrkxQWHgxNdjtz1y7uatqMKCHUg6s0J4sKWZMerEBcPh/78x081KYNFp0OjSiy4uhR0rKzSQ6vXa4lufFxyOkg1+UiyWojVmPAi8KRIgebDmYRozWSoDed88xGJRjV905F5RxoBC86bz5uTRg+JGwnV6D9ahS4C0EQ0Qx6GW+3CWgLshB2LQJDGN7Br1AYkXruzs8Tg/sU0i9PBcmE3MNoM7ZCYtVnxNjvyGf0ggXku90IwJMdOjKkbj2uW30Cm64veSfcdOYUk9o3INUSyUvtugAKPp9CvKkME1l4OAZJc87dhFmjxabThRRpaxwZyYO//87JwkIArm3UiHoR0WV1EUKB4uXNtI28scGfVSDSYGDhsOGsP3mS8UuX4FMUDBoNXw8cRLeomldMHrLqoMJJNd9//30WLFjA8ePHg2rQAIG6MCoqVwphBbvRLH0R8eAfGBv1R+46Hs33d/iVDIAiI/0wAe+4ruQP+xS9Mx1ZMuA01KiWVCKC4oOySiz7zh37cb44FC93//Zr4GGvAL8dOczO7CwO5ecH2h3Oz2dEg4b0jE7A5/NrEEGA5KhIkiMjAxH/Bo2Gh9q0QSiHySpOa+SNnr2445efA7Kbkpuw8dSpgJIBmLV7Nzc2Lt/Ocqc9J6BkALKLilh7Mp2Hli4NlCMo8nq545efWTlqjOpRVgEqpGjeeecdZs+ezZ133slrr73G+PHjOXr0KL/++isPPPBAVc1R5RJFo7gw56YhndyGYo7FHdeSAt2V4xRi9mag++IayDsGgLjhC4QazcAeevYi5h/HbWuK25jkF1RTvqoifTyGbg8hLplSItRb8MY0rfKx87wu9ubmBsmaREbyYxn1n3bl5NCrVIS9ooBJ1PBo+/a4fT5cPh9xJhMur5ci2ctfWemcchbSJCKSJtYI8nxuNuVkcjAvn/rhYbSIiGZAjTosH3Ud+/PziDEYqWOz0XHG1yFjH3MUQjkSK58o5T59mlNOZ1DNG4Bcl4ssVxExJlXRlJcKKZoffviBSZMm0atXL958800GDhxI7dq1adCgARs3buTGG2+sqnmqXGIIgoDt4I9I394SkEm12qOM+obCK8SlV5OzL6BkTiNk7YXwWpBbKs28ICCH16rm2fnxyVDY6i4KknpzOCcLq8FIUmxtHKZ6VX6OEKHV0yw6mq2lSoRsPHWKfnXq8Pn2YOeI1KhQl9+GRhtFso/X1q/jZGEh41q0oFNsDe787RdWHj8eaPdBv35szsjgf5s2BWT3tmjB463bk2wKJ9kUDoBPVOhbuw5z9+0NGqfeWZJynkktS2iqmHiTKSS2JtZkItYQmrtN5exUyOvsdDJN8MfUnK5s2bt3b5aWKjakcuVj9GQi/fBwkEw4sgZdxtZqm4MggFb0hVY6lBQ0ZRQsrDDaMh4mG79BHvkhWGIDbbzXTqfAcvESyu6QDfT86wjt/zxKyxX7ee+kjyLFd+4bzxMTGt7r05emUVH0q1OHZtHR3JrSlAdbtqZljP/zEQWB8a1b0zw89JykQPby26FDONxu4s1mZuzYyY687CAlA/DoihVoznBFm7Z5M3sdeUEySRZ4qn0HmhRX45QEgcfbtyfFdvbtjCgKIPmdsRtbw5nctWtgrHphYXSKr8EnV/XHrPVX2owyGvl8wEB/EKdKuanQjiY2NpasrCxq1qxJQkICa9euJSUlhd27dyNJF+IvW+VyQZRdUBBaz1zwOKplfJPnFIa9i5A2fgG12mNrfTsuQzymI0uQ1ryPElYLX4d7yY9oUWkrltPWAE3LGxA3lZhj5Pb/Ii+6Pfq7ViHZj6EYIykw1UauQO2RC4lbkHl05fLAOYfL5+OhZUtpER1DqqXyhbjKS7TWyL+aNefrnTvoVLMmneJrEKXRM6VbN7ZnZ2HR6WgWGYVN0obsaLbmZfHS2jVBssH164WMkVtUhEUXHAejAI4yUtDU1ln4YcgwjhTYMWu0JBosiGX+/hW2OHL43+ZNZBc5ubdFSzpFxTO2QQoDaiVh97hJNFmwCVrqxFtYPfp68mUPUZKeaI1ejZWpIBVSNB07duS3336jWbNmjBw5kkmTJrFo0SJ2797N0KFDq2qOKpcgRfpY9K1uDHbplbT4opKrfGyN4MO4+jXE1e/6BUfWot+7GG3nBxDn+t18BUBMm43lruXkW5tUahy3aKawz2QMqSMQMvcix6VQFNMKr6LBq42FyOJdzUV86OR53Sw5Elot8qA9/4IrGrcis7cwjyMOO4lmC/WtYfxv2ybe2ujPDrAmPZ1Ze/bw6YABXD1nTuA+nSSx5NrRNDSWFEcUBNicEVqV1y3L6CUpKObm2kaN2H5GBd8G4eHUP0uxRQsampiL0/+c5XezozCP/rO/x1esMZYdPcrXAwfRN7YWtXRmf+xPMYoC8RojzWJiyciwq0qmElRI0Tz//PMBl77Ro0djtVpZv349Q4cO5brrrquSCapcmngVDa7uT6A3hCNu/AIlqgG+gVNwWBtV+YPX4DyG+Nf7wcLaHRCXnZHY1etCc2wtJFdO0QA4NVE4E65CSLzqknzAWCRtyDkJUKbrMIAogrHoBAIKTn08PqV81nNFUJhxYDePLF8WkD3bqROrzzBzZTmdbMnICJK5fT7WnDxBw6QSxaAo0DAiPGSc3VlZLBo2gsdXrmBXTg5jGjfmvmYtyfa4sLvdrElPp2tCAo+370C0ULnDeEEQ+P3I4YCSOc0r69fRY3Ai2rMUP1OpPBWOoxGEkl/CwIEDgypgqvyzcOgTcHZ/Hn2nh/BJJlxCNQWyCSKIGpBLnUP4vCCFphlRJO0FGfJSVDLgj2J/s2dvrpk/N5Dl+J7mzWliDU3oafDlYdr4KdKSF0H2oe/ybwrb3otTe+44k6OuwpC0/M//+SfPde4cklpfFEIf1GeesQC0jozl6nr1WFBcTTPOZOKuZi2oq7cya8AQnD4f4cVpYOI1Rj7pcxU5HjeRWj06uULHy2egoJVC7zdqtBU7tFYpNxVWND6fjwMHDpCVlYUsBzu8d+rU6YJNTOXywKeIFGrKFxB3oXAaEtD1mID02wsBmXJiG0rfpxFnlHjBYbDhS2hXrXO7GDSzRLBy1BgO2vMJ0+mpZ7aiJ/TM1Hh8FdIvJVk8xOWvYIisR1HyTedUpLkuV5DnFYCsKNQ0B++ckmw2mkYHfx+sOh3JUaFmvAhJx9vdejG+VRucXi/1rGFEFx+y6xUJvSgFBW7qZYl4yXjeqWEUBXon1sao+QtnqVjA/7Zti6TuZqqECpVyXrduHRMmTCA9PT0kKlYQhAoFbN53330sXryYzz//nA4dOnD06FH69OmD0WgM2jUtX74cq9XvdlhUVMSLL77ITz/9hNfrpXv37jz33HOEh4cH2i9cuJC33nqL9PR0kpKSePzxxyulANVSzpc2Bm8OxuOrEXcuQExsRVG9/hTpYzGfWoe0bRaKrSbe5GuwWxtXy25EEMDkOuF3idZbcdoa4BbLNl/9HVX1u5EkkfAf70IUJYiq53/aOk7CiTRyb1iEx/f3D9gc2U33Wd8GBUNGGAz8fu0oduVks/DAflKjoulTqzbPr/mTzgkJrD95kgi9nrphYegEkRF1G7A7PxcBqG8NwypcmN1mZRAEgd2Fucw/sI/soiKubdCIZrZI/m5PcyX83ZTmki3l/Oyzz9KsWTPeffddoqOjgxRCRZg7d+5ZywosXLgwUPPmTF588UXS0tJYsGABBoOBCRMm8Oijj/L++357/YYNG3jiiSd488036dKlC/PmzWPcuHEsWrSImqUq7Klc/hRpIiiqPQip7hAiI83Yi/9gcuO6IdXsgaIo/heFajJ5heVvQ/vpECj0e+JJbW+nsOdzZdakEQTQ++wIiheXNrJaMgjIsgKpw+H3l2B9sQNHdEOUfs8gKyLn+qAiJR3fDbmacb8tZltWFo0jI5nWuy+JWhMJMSb6xddGlhU8yBR4PDy+fDmNIyPJd7s57nDw0VX9GfXjAtadOgVAq9hYPu03gBqaixOPoigKDY1hTEhtgyCAz3eJ2kavECpkkjx+/DgPP/wwTZo0ISYmhujo6KB/5SE9PZ033niD559/vkITLSoqYu7cuTz44IPExcURFhbGo48+ytKlSzlefCA5c+ZMevfuTa9evdDpdIwaNYqGDRsye/bsCo2lcvlwOqXJmbLqeHifRocTzU+PBZQMgLTuEwyZW0LaapUiwg8vwvpJTywfdCJ864cYfDnVMEvFH2R6rCTFCpl74PiWculiRYFkYzg/DBnOxhtu4serh5NqjgjsFn0+GUVR0CgCz3TohEGjYWd2NscdDlrHxmLRagNKBvyBnT8c3F/pl9ULhSwrqpKpBiq0o2nXrh179uyhTp06lRpMURSeeOIJxo0bd9YdxvXXX4/b7aZu3brceeed9OvXD4CDBw/icrlo1qxZoG39+vUxGo3s2LGDmjVrsnPnToYMGRLUX2pqKjt37qzwXM/cBsbEhEYNX85U+3pObIXDf/kP8Gt3gISWF7T7i/r7yc31r+0MtEW5xLj2wOE1oNFC7Y5gT4evxwTaSAv/g9VoxdphbEAWWEvecX+/2QcgvinUag+m86jaeXRtiEg4sIyoQboyHSnOJLOwkG3pGezIzqZReDjta9QgzhxqHgz3mfjp2mvZlpWFSaOhVWwsj69YEdJu6dEjPN6pY+XWcpFQnwOVo8LuzY8//jhHjx6lcePGaDTBt7dr9/cHr19//TWKopTpCh0REcGMGTNo2rQpsizz66+/8p///Id33nmHHj16BLIQnD6vOY3Vag1cczgc2M7wrbfZbBwoI/fSuVDPaC4cYY6d6Kb3AVfxmFojnrGLybU1+/sby8nF/v1oMWNr1B9x+7wguWyOQny7E/iKMwzHN0Np0DukKBgr3yG/3jW4MATWYpDtmBfdh7htbqCZ76pJ5LX+d7ldks8kon5fNBu/CZL5UkaQk+NGUVx/e68XhZe3rOPNjSU7ojtSU5nYphP6Mwwj6/MzGDx3TiBHWKLFwjt9+rDojL/DIfXqk5l5+cSlXOzv2YXmkj2jOXz4MLt372bVqlUh187lDHD48GGmTZvGt99+W+Z1s9lMq1atAj9fffXV/Pnnn8yfP58ePXpgsfgXYbfbiYws8WCx2+2BaxaLJVBq+jT5+fmB6yrVjygKaLbNKlEyAB4n0trpSFe9Xabp61JDI4FOKcQtWvB6T2cfFtDiwifo8MhaPH2eQ5e1F+HkNhA1+Ia/i7jm4xIlA5B3FAyhebeUsFrIgjbomESfsytIyQBIvz2PKXkY9tOJOyuIq3ZPxNY3IW74EgA5eRDu5GHlSnd/xOXgrVJKBuDjtDTuaJJKY3M4XkFBA7gUmWdXrcKg0dAtIYE8l4s/T5wgvaCA6xo35ttduwC4tmFD+ibUOquSEUTwAhqlpDKnKIIHBS1itZpGVc6fCimaZ555hpYtW3L33XcTExNTIfvqunXryM3NZcSIEUHye++9lyFDhjBx4sSQe0RRDHzJkpKS0Ov1pKWl0b17dwD27duH0+kkOdkfjZ6cnExaWlpQH9u2bQu0V6l+BEGA3MOh8pxDiIJC1WfkOj8iHdsQN36BcHAVpga98TUfg1sbhn7HLKQtM5HrdMbTdiz5pgYYb/kJrf0witaCx5qIZe1HwZ05cyCmAZijoaA4wFLS4u32CB7lDHdkT2gmYXwe8JZREqCcFGpj8PZ7HX2nBxEUmSJLEm6hfIfxhR5vmWc5eR43XxzYyRc7ttMqJpaxzZrRMj6OAfXq8uMBfznl13r2xCsrvN65Ow+1bA1AotGCroydmSDAPqedD9I2szEjg5ubpDCoVhJO2cdXu3by6+GD/no3DRsTf5EcCVQqToUUzYkTJ3jvvfcqdUYzcODAkHLPPXr04IUXXqBz586sW7eO8PBwkpKSkGWZxYsXM2/ePF5//XUADAYDw4YN46233iI5ORm9Xs/UqVPp0aMHCQn+Ak+jR4/m9ttvZ9myZXTu3Jn58+eze/fuQB8q1Y/PJyM3H4O46QyTTft/4fFe2m+lNvdRxJm3ImTsBkA4vgnp8J8YujyA+NMTAIjHN6HbNhfznUsp0MXjDCs2B/rA3OZWhDPObhSdBdedv6E5vg7B68JbszUOW5MQpy9fREMwRUJhdsm9dTrhtpSvUuTZcKPHbWlc4ftqmy00joxkV3bJfGpbrZx0FvCfZUsB/wH/0mNH+XerVoxfsiTQ7rdDh1g4fAQaWaSeodi0fZZf/QlPIQPnzSan2Ct146lTWK+6irfWb2Brll85b87IYOnRI3zdbxDGMuKFzkQQ4Li7kB252UiCSEpEpFpLppqpkKJp06YN+/btq5SiMRqNGI2hbyCRkZGEhYVx4MAB3n//fTIzM9HpdCQlJfHyyy/Tp0+fQNsnnniCyZMnM3jwYHw+H926dQvaCbVu3ZrJkyczefJk0tPTqVOnDtOmTQsoIpWLQ0FceyyjP0X6bRLIXnw9n6Ag4dLfZWqydgWUzGmEg6sQOt8Lza+FmGQoyEDYNANN9i6IL6nFoxV9CDkHodejsOEr0Bqg7a2QsZeCmv2Q69ct6bSMh26BoSbSbYvQLn4O4ega5CZDcXf9Dy6h4rE5FwKroOWr/oN4ef0afjt8mO4JiTzSti39Z88KatepRg3eLs59dhqPLJOWmUkrS9Q5x9mRkxNQMqc56nAElMxpVh4/zqECO8nm8HP2ua/IzsC5Jcqrts3G3CFDSdRenM/yn0iFFM3w4cOZMmUKx44dK9MZoHXr1hUafFexvRZg1KhRjBo16m/bGwwGnn/++b91jR4yZEiI55nKxcUtmsmpNwJ9nX4IyBRJYZfFAbAgneXPwxgBWfthyywIS4R+zyDoTGc0Ev2edsfWQZMh/rOaJf+H0vn+co2tKJBnTUE3/As0XgdubTjeM81r1YggQKHPg0YUGd24MXkuF4VeL2E6HQWlsii7ZRlDGZncy5KVRVmpaqSzmOjLansmoijwyfa0IOV1OD+fnw8fYmyDpmo55mqiQormkUceAWDy5Mkh1yqaGUDln4WiQJFY7DF4mfxtuyOboK/bDeFAiWuu0mI0bJqJcKz4rT3vKCx6AmFcsPuuRxbwdR2P5uMBsPYTv1Cjx5d8dYUOst3ocWv0F/0zy/a5GLlwAadKZQb48cABPujXj9ELFwZkOzIzebJDR25Y9ENAZtPpaB9XvsqrKeGR1A8LY19eSa2ZurYw+icl8fPBgwHZdY0bU9t4bicfWfCb385kW1YmYiNBjaGpJiqkaH777beqmoeKCuAPaDTm70UozEQOT6LAlFRdVZFDsGtika5+C82h5XBkDdTtiq9GSzTvnJHSyOdGyT0G5uAs0fnR7bD+63ek7fNRdEZ8jYdgD0stt9LQ4MZk34dgT0cOr0OBqS5yqHN0hTD6ctDl7AbZhyeyUbnz1B0pcBCu13Nfq1a4vF4MGg3f7tqFSdIyc/DV/HzoIE0jI+mTWJsorYEFw4Yzf/8+apjNDKiTRJLeUuYu1iDno8/dA55CvBENQFeD2YOH8tvRw2zLzmZAUhJtI2Jp0zWGPxo0YvWJ43RLSKBzbA105Yg3F2SFW5qksCY9PUh+dd36l4XH45VChRRNec867rrrLl544QViY2MrNSmVfyY6uQDL+reRfn/RL9AY0Nw8h9y4LhfF1CbhRTz0B8JPT4KtJqTNQxz+DsQ2gVPBu3fFFIUkgt6diSwZKBIs+NCQG9EGsVtbgAqlxNEoLmxpHyP9+Jh/Oyhp0Vz/DbmJ/Stt7rG4jmL4/laE4sBNbXRDpBu+x26se447IcZo5MYmTZi0ahU+RUEUBB5r356aJhOJOgt94hKQZQVFgf0uO3f+8jNWnQ67283Gkyd5pXMPIs4ICjV5TmH88SHEHQsA0Fli0dz2A5gbc3O9ZMQGJTsOMxqGJdTl2tr1KrQLURTol1iHCW3b8ubGjWhEkSfbd6BdtPpsqk6qJCv22rVrcbn+PgBMReVMjHm7S5QMgLcIzeyxGD2hlTxPUw4zfaUxF+xHmv8guByQsRvcDsQ59yJf/ar/0KIYueO9KKZowlc9j/nd1lg+60fEqRVIxc7bsqxUOO7DZN+HtOjRkvoEPg+aWWMxuY7//Y1nQRBAt//XgJIBEDL3oNvytb+c8TkQvYW8+NdfgRousqLwf2vXgs9vSvP5/ErGJyi8vHYNpwoL2Zeby6nCQhbs38/G7FDzlT59XUDJAOA4hWbZy2gEr7+vMhRKZUxdEaKOCalt2Hj9Tay77gbubtQUy0VM6PlPpMJlAlRUqgrBkR4qzDuG5MoBTbDHksmXjfHkOoTjmyCiFuE125NrrF/usazOg2iO/YVQlIcvsQOOiGYhEfdCQQYoZ5hX3IV4RSPKPasRc/ahWOJwRTXFvOoVxBWv+u9z5qL59Gosd68gL6xy2Q+EgjI+C2cukjMLdDUq3J8oigiH/gyV71+C1Olx5HO8c2YV2oOqXgJ4ZZksRz6JxpLdQaHs5c/0EyH378nNpU9sYkBvCoJf0YXM59BKtF4HXim8HKuqAAoBl2ZZtZhVO6qiUblkkMPr+J9ApUxDSlxTPMZgM4dGBNOWrxF+fKJEltgG26jPydfVOuc4VucBDB/3A4f/LVsSRGy3LyInpvMZDeNBYwBvKXdbUxSypQZ2XU2wpQBg9mYgrvkg+F5FRszYDpVUNIqtdnFxt5J6KYQl4DVXXMlAcTxTo6sQN58Rz9T02mJvtr/fKdS0hBGu15NbylJh0mqpaQ3OdGCVtFxdrz4fbA1OKNosOjrI/KkoINdoERIFI6cMw621nXfNGZVLC7WgnMolQ4G1Ib6RHwXqtSsRSXivnU6RGJy/zlKwF6G0iQ0Qjq5Heyo0W3JZaA7/EVAy/oFkpN8mohNcaAQZvVDkz2jgLYIBk/zuzACWWOj7FPiC4zx8oh7FWoZXlb7smvblwWGph3fMV3A6wNFWE8+Yr3Fqzx2LcjaKanVHbndnwOwnNx2Oq3H5UtBEGqKY2b8XbePiGNagAW3j4vi2X0/iTDHBDWW4t1kL+tWuzZB69eiZmMgT7dvTIizU6cAZ0xq51+Mg+tWNUqcL7g734juv6pkqlyLqjkblksGHltz6IzGN64DoysVrTqBQE1qZUfC5wF1GihZ3YajszHsFEJyhafkFxynMhYcRl7+CeDINX+tbUWKTYelUaHcbaE3gyodfnkO4tR2Uij0uEm0YB01F88XwwG5MiUvBHduyvEsPQVZE8uoMwnTPX4hF2XjNNXBqo8/LKcKpjcHT+2WMHe4FRcZlqYOb8kXIy7JCnDWGnomJLDp4kL61a1MrIr5MM5ROEhnaoCEfpW0l3mSiS0IipjIO01ySDV+H/2JMvQ7B58JlqX3RAlJVqhZV0ahcUsgKOAy1wHB2E1iRJQlzytUI2+aXCHVm5NiUc/avKCAktg410bW/E833Y+G4Pz5G+uER5Os+RZH0CMtLUhgpNVrgtoVmxsiv0QPLXcuRTqWhGCJwx7WkQF85M9dpZFnBoU8AfbG35wXwvPOiw25uWOH7CvFy12+L+av4/GV7Vha/Hz7CvMHXYBVKHiOiKPDDwYNMWLYsIFt8+DCLho+gZRmZAbyKhN1UrxIrUbmcqBJF07ZtW/R6fVV0raKCEzOG3k8jWWsgbJsHMY2R+zxJnq0pOtmF3nkCRdRRaKgZEoMjCKDkHIHB/+evNFmUC81HIdjTIbZRQNEAiHPvxzf2V04d206210eMViKsdjuKxDAMsh1t0Sl8ujCc2mh8ioQnvB6iJKJojLjMieC9cg4aDhXYA0rmNGlZmRxw5NHcWqJAsmU30zZtCmrnlWX+PHGClg0rb/ZTubypkKK5/fbbue666+jbt29I+pnSfPjhh+c9MRWVvyPH1Bhtn6kYO49HHxZDVqEOS+FR9IufRNw2B/QWdP0n40i+DrdQkh5GUfCfvfz0NDQZBHorbPgSxZaAEH5GCXFTNEvlKO7Y7uVwfj6NIyP5sFY4HQp2o5091u/xZo1HP+IDBFsc4o9PIOz9DQw2wq+aiKPx6JJsCJc5WrHsFDLaM0xiGgTM2lDXYYtOdSf+J1OhU7f4+Hgef/xxunfvztSpUzl06FBVzUtF5Zx4vJCvTQBzFJKgoF87za9kAFwOpPkPYiqjnLK3dlfQ6GDrbFj3GdhPovR5EuVUsLvt7uGfM2zhIg7n5wOwKzub635YyKm9y/xKBsCejmb7HMRlU/1KBqAoH2H+Q5gz11fV0qud2iYLNxaX4zjN1fXqkWQOdniwilruK1VXCiBcrye1nKXeVa5MKrSjeemll3jqqadYsGAB3333HR9//DFt27ZlzJgxXHXVVWjLeJNRUakIWsWJKW8PQmEGvvC6FJjrIivnDijUe3IQt4QW1RNPbsEU0QBt1k4EQcQd2Ri7pSHc+Tuafb8gFGThazQAR1QrjNfPRHvwd4TMPfga9GWfJg5HqYSRACcKCjgshBG092nYB+G7f4WMLWTugdieFfwEKo4gCFicB5Fy9qEYInCGNcItXthDdZ0i8nTbjlxVJ4k/T5ygXVw8neJqhKTpz/e5+XH/fjYM7oo1dz+K1sQ+QwKbTp2iVb2oyyKZqsqFp8JnNGazmTFjxjBmzBh27tzJzJkzefzxx3n++ecZPnw4N954I4mJiefuSEXlDHRyAdY1ryEumwqAVtKhuXk2ufHdz/mA8mpMKHGpCI7fg+RCjVRMnw1AyPSn+9fEpSKNmUG+pRFCy8YIAoGofbuxDkLK7QiCgCwrRBTlIxB8Bq+XJCIFL9TpBEmdIHMf5BxGiWmEcHxz8KTMZ7j+VhFhWWvRfnZ1wBNPancnhT2eo0gKreZ5PkRKegbG12FwzaSzZjowihqeTzLR7JshUOjP6FCjfl9q9vk/Vcn8g6m0w7rdbmfdunWsXbsWWZZp27Yt69atY8CAAcyYMeNCzlHlH4Ixb1dAyQDgc6OZ/S+Mnsyz31SMGwPefhMDMTgASrMRsH9FQMkACCfT0O5aiCD4SwSf+cBUlBLFU8do4blOwUGcr/boSf06qWCKgJXvQu4RlKgGMOBFf3Dn6X7q9cAdH2xCqix/lyLGINvRzH/Ar2Qi64LOgrT2IwxZaWe953z5u3Q6RrykbJwWUDIAln2LaWzfddZ7VK58KryjWbduHTNnzuSXX34hMjKSUaNGMXLkSGJi/G9vs2fP5uWXX2bMmDEXfLIqVzaC42SoMP8EkisXypFlOC+8BZZ7ViNl7QKtGU98S4wzQ7+H4qE/kNrcj/ccFT41isgdjVLokZDI8YICalutNDJo0cwcCQf/8Dc6tgHhuzsouncd2rsWI2TsBL0Nd2xz7Nqa5Vk2AJaiI2iProYtJwlP6EBBZHNMrhNoj/0FmbuhRiuKarTHoY0LnqPXjpDUCXo/Dsc3gy0eLHEIjlNwEfJGarwOpKNrQuXZ+xDqoO5q/qFUSNEMGDCAo0eP0q1bN9588026d+/uj6AuRa9evXjiiSfO0oOKytkpMwVNfDM8xri/uasERQG7MQkSkwAQAEPK1Qj7lwe3azyg3Cni9UikmCNIMfuzA1gduxFOK5nTuBxImTvIrtkHrM3L1W9pzO7jGL68BiFrLwBawHbPEoRfJyLsWxpoZ+g2HnfXp3HLJWehXkM0Snwqwjc3lXQY3QDxus8qPI8LgVsbhpwyDPHPaUFyOb6lqmT+wVTIdDZkyBB+++03pk2bRo8ePUKUDEBERAQ7d+48Z1/33XcfjRs35q+/Smqqr1q1iqFDh9KiRQv69+/PokWLgu7Jyclh/PjxtG7dmvbt2/PMM8/gdruD2nz66af07NmTFi1aBM6RVC4PCqyN8I3+zO9yDChRDfCM+LDSLsKiKPpNaU2vKU4JIEDzkaDRlfndPRuSoKBXCpFEUDRG0IaWJFcqmG5GK7jRU+TPqnxyS0DJBOaeezhIyQAIK9/BnBf8fda7TiEsfiG488y9QebCyqIRZPRKYbmyO5/GJ4u4O9yHUq+nXyBp8fV9FmdMy/Oej8rlS4UUzf33309cXPneLv+OuXPnUnRmXfCjRxk3bhw333wza9eu5bHHHuPxxx9n8+aSA9ZHHnmEwsJClixZwoIFC0hLS2PKlCmB6z/88APvvvsub7zxBmvWrKFr166MHTsWh8Nx3nNWqXp8aMitNxznuDW4xv1Jwe2/k2c9d7T/2RAEwZ89oCjXn6Os71OQfwJ2/1ruh6fNuZ/wpY9h+6Q74X9MRJREfANfCmojp47AFdG4XP1JeAk/9QdhM6/F+sVVROyfg6AtI7jZW0aZDdkbnOATEGU3FOWFNFU8RSGyihDm2EXYL/dj+6QH4Wtfwewuf3kCj8aG3G08DJkKQ19HbnQVHunKiCdSqRznNJ09/fTT5e7s+eefP2eb9PR03njjDb7++mt69eoVkM+ZM4dGjRoxatQowG+C69WrFzNmzKBFixYcPXqUP/74g0WLFhEWFkZYWBgPPvggDz74II8++ih6vZ4ZM2YwatQoWrZsCcC9997LjBkzWLx4McOGDSv3OlQuHiFpV84Dr9eHr91YNF+OhH0lKVHkW+fjLUfUvsmbhe7rkQiZ/t2GmPEqukOrcI7+Bs3YVMTsfSiWeFwxzUMSf54Na/ZmtJ8ODpgHpZm3Io/+CLo8AJZo8HlAa0SOTUa0xAYl/1SSuuALDy5SVmBKwtbmFoQ1H5UINXqUcqTjORsW1zF0nwwIHOhLiydiyNiFe8A7eND97b2CIGDaOw9p3gMBmVaUsN61vNIlE1Quf86paA6WqtMNsH37drxeL3Xr+r/wBw4cQKvVkpJSnjxTCk888QTjxo2jZs3gg9KdO3eSmpoaJEtNTeWHH34IXDcajdSvX1JzpFmzZjidTg4cOEBycjI7d+7khhtuCFwXRZGUlBR27NihKhpAEmSMzqNwUkQjxeFVqibuSYcLfeExFEmL05CIrxxxMOfC5M1GKsrCZ4zGqYlAUcAgO9A6T4AmGkGILDMLcUGNLlhunYeUtQsFAV9MCo7oNuUaU5uzN6BkTiMcXo3kOEZeVHuIan/OPnyCwgmXE0mEmnoT0p4fQ07EhZzDKMc2IBxcWSwQEW7+Fq77FDJ2+ZOFGsIQbDVQCjL9CqkYt0/E2/F+NMZIhC3fokTURen9GLnhrcqdG00UwFR0DMFbhMtcE03WriCvMQBxy7cYuj9GtrEWWe4iInUGwkRtyLmL3peHtOI1aNQPanfwK84t3yMd/RMhvJl6TvMP5ZyK5osvvgj8/5dffolWq+WVV14hMtKfVTc7O5sJEybQs2fPcw729ddfoygK1113Xcg1h8NBgwYNgmQ2my1g9nI4HFitwdvv0z+XbmOz2ULaVMZ0FhVlCfo5JuYy3/rbM+CPN/zZiGUvEa1uhAEvQGRogsjzIms/LPwvbJ0FGj3Gvk9D53v97sCVZf9y+OZmyDkM4bUwX/85mKLhm1v8uclMkUSPmAapw/wR/6XJzYPdP8Gf7yMIApouDxBeqyXYyvH7LDCVKdYbTeX6PhzKz+e5lSv5bNs2NKLII23bMj6hY4gzmGAMg9NKBkCR/bnXvC7/78t+EqIbQpf7McQ1wRAydkuo3RK63IdgsCGYIih3VjGX3Z8d4YdHwV2IoWE/6HJfaDtJRx4KfeZ+z8H8fBKtVj4bOJDetWsHt3PK0Pk+2PUjLH7Bf57V6R6kyNpER1/mf0NcAc+BM6iu9VTI6+yjjz5i2rRpASUDEBkZySOPPBI4Xzkbhw8fZtq0aXz7bWj0NoDFYsFutwfJ8vPzsVgsgetnKozT7Uu3ObMPu91OdCXSX2RlOQLxAjExVjIy7Oe449Im4shSNL+VquGy4Ut8sanktrqvwmWGz4YoQPhfHyJtneUXeF3w01N44pqTG9+zUn2a3ScwfTIMTqf2zz0Cnw5H6fMkwukEmIXZ8NUYXOP+JN/aJHCvIED4zgVoVhd7QCnAijfwxjUnp/7Ic45tMCZhTh6CuHNhQOZrNxa7rhaec3wfBEHg2707+XTbNgA8ssxLa9bQon9frjNFQGFOYJKyxhB6WKo1w/yHwVfs7JK5B2XF6zgbXUPBWceOhAKgoPzf1fDMv9DOKTFzsedX5NThCAltEI6VpNDx9HyUkX+kcbA4Hc9Ru53hc+eyatQYYjUlzhGSIBCRtR9hT3E6Ho8Tlr+OXLcHWZf539CV8BwozYVcjygKIS/npamQosnOzsZzRkoOAI/HQ05OaI2P0qxbt47c3FxGjBgRJL/33nsZMmQIycnJrFixIujatm3bSC7Or5ScnExhYSH79u0LmM/S0tIwGAwBM15ycjJpaWkMGDAAAFmW2b59O4MGDarIMi8rBEHAUnjAn35Eb8MVnkzRGQevkiQg7l0ccq+0+Wu0Le/EReUybUsi2PLTEDP3gDECT2QjpM1lpIE5vBqxZq9KKTQp/2iJkjmNMxfBaIOxP/oVjzkKco8g5h3hpDGJvXl5mLQaksMjiNoSGjwsbZ+DpvHoc57TFIlWNANfQZ96DcLxTSi12lGU0BWfoMHm2I2YexjFHEthWEM8QrAnmldQmLE71OPx56Mn6HLPWnZkpOPx+WgcFU0tbx66M926i/IRfMEelUL2QSTHCbCF1uipLGJm6BzFnx7H86+lCMfWIZ7cjly3G3vCmvDH9wuD2uW73RwucBAbVrJ2nTcX4XS+uVIo6dsQavRWTWf/UCqkaNq2bcukSZN49dVXqV28ZT58+DCTJ0+mbdu2f3vvwIED6dw5OMq6R48evPDCC3Tu3Jn8/HymT5/OrFmzGDp0KKtWrWLJkiV89pk/HiAxMZGuXbsydepUXn75ZVwuF2+99RYjRowIlCQYM2YMkyZN4qqrriI5OTmQRbpv374VWeZlRVjOBrSfDAqkH9E0Hw39/o+iUgXDZFlBqREa3yHX6ohX0FW6zknEid8RvhwT8ITStRyD3O9ZxG9vC2qnRDeq9K5JMUWGljSOTAJ9GHwy1H8GANDudg51vIpu338bKDd8VZ0kPuzwELXPiKORE9vj8517PhIedLsXIv78JFhiEdZ8iGHUp+glLZqvx4Ds87fr9Tj2duODlI0GgY7xNdh46lRQn1fXr8+1v69mTXo6AHEmEwuHDqPlTbPQzP835B9HbnUjSnyzkDLH6K3I+nB0uNB6cvBqbLiEss175UWxhgaVKnHNcBpr4mpwHWIjfzqeIncBWlHEU6rSmSgIRBuCC6d5JTNKjVYI+cElBZTIuqqS+QdTIffm559/Hq/XS//+/encuTOdO3emf//+uFyuc3qcGY1G4uPjg/6B3/QWFhZGrVq1mDZtGp9++ilt2rRh8uTJvPjii7Ro0SLQx9SpU9Hr9fTq1YvBgweTkpLCY489Frg+ePBgxo0bxwMPPEDbtm1ZsWIF06dPD5jWrjT0SgGahQ8HVZsUt8zEcEbGYkUBd1JvlPhSXj+WGLzt78InV+6g3uY7CQseDnK3FTbNQNAaS0ofA0rtDrgTO1VqDIBCUxK+Ia8GyeRRH8H8/5QoGYC1n1B4YltQTftfDh1kjaEeSkRSyXwi6+NJvqZc5YvNjv1Ii/7rVyg+D8g+pOMb0My+O6BkAKQlL2HKC878rMgKdzRNJc5UogjaxsVxoqAgoGQAThYWMm3rFnJr9cVx10p4fB95V72FPbwZvt5PlnQoCPiG/Q8JL9Z5t2J6IwXrjGsIz9tCBUKCQnDFtkJuNKBEoDPjHfAiruISoqdfEBL1Zl7r0TPo3ildu1HLEPy35UGHt/dTJSWoAaVuN9zxf/8iqnJlIyjl+Ys7g1WrVrFv3z4AGjRoQKdOlX+QXKpcDmc0Zk86pjebBj9wAe+1H5LTINThwuTNRJe1Ha2o4AxriENX/hQpZxLh3I3mrdCHhzz8HVx1eqPJ3AkaA+6oJhRqzq/glUZxYbLvQcw7imJLQCN4EKf1DGm3bdC7pG4ILvH8ctfu3F87Em3mdhBEPFFNKNCWLzdL2KmVnNr5K39Ed2VrgY82FoEuJpm4GaND2npumkVuQr8QeYaviF25OWhFkZSIKF7btJ7/bd4U1CYlKopfrh6BThGDvmtapRBT3m4EezpyeBJecxymzwcinNxecrMxHOfdq/0u4ZXE4MvFkL0T3HZ8kQ1xmOqWqYg9yBxw2jnmsFPTbKGeyYa2jHdVQQCz8zCarF1oTVYc1kY4yyjJfblxqT4HKssle0ZzmtO7GZWLi1sbiaHJ1Yhps4PkcmT9MtsXaqIpjOtOTIwVx3l+wVzGeKS6XREOnJGOJaoBDn0iJFy4DN5eQU++LRVsfvf3MN9JtDWaI5wotXMTBJSIukBwMsnU6Ci/YqlR8UDj3PAGPOjLZPbafQHZuJSGvNLiBkybvy5pKErI4Ull9mGSNEToDWhEAS0C3RMSQxTN6IaNMQgS8hkPd49gIi+8JYT7f7blpQUrGQBnLlLuPoirvKIpksIpiulYIjjLu6cWkUbGMBoZ/z4rtKKAw1AbEmoTE2PFeQU9nFUqR4WzN//555/cdtttdO3ala5du3L77bcHpZFRqT486PD0fhaldvFDQmfCd81bFEY0Pes9OsHlL8x1nqEthdhQBk5BqVFsjtNbUK55E0fE2XN9eQQFtxB8AO+WFByC59yR+oK/bj0i5ElxMPQNlNjiQlyGMJTh0zDEN6NP8dmhXpKY3KUrqbaz76Z0YiE6JRep7OKR7PTomH04PUj23vY97Or2jD9jM4ApEu/1M3BYQpX7CY+T0T8tpNesmXT77lse+GMJTSIi+G/bdmiKK1OOaNCQkfUbIssKWsEDhTln/SwUnRkkLcQ0glbXQ0Jr/wX9hS0HoKJyoamQ6WzhwoVMmDCBPn360K5dOwDWrFnDkiVLeOWVV64o767LwXR2Gr1SgK7gKIrWTKEhkbLO3SXFg+3kH0hLXkJw2/F2e4SCpP64xfM7v7LKWWjyD4DOht2WXKYnlweZVVnpTFm7Bq8sM6FtO3rE1mRjXhavrFvLycJCbk1pytVJdYmTQvOIHfMU8H7aFn4+dIh+tetwT7PmNJYdGOx7EV25/kzNYXUo0oTjO7mZw/ZcDKJEUlwd7LZmyAQ/uCXBg/bEKgzLXkZbmEl+h3vxNhyATxsf1G5DfiYD5swKmc/yUdfRygCagnRkfTiF+hohpiZRFHh12wZeWhOcyfjDvlcxtFYSx12F+BSFmnozWgTCcjaiWToFIWsvvnZjKWpyLYVnmPgkQSb8+O+I2+fCgT+gRnOU5qPJT+h1wQudXSgu9b+dinAlrQWq13RWIUUzePBghg4dyt133x0kf++991i4cCELFy48y52XH5eToikP4Vlr0E4P9r7zjvmSnDpDq3zsNXmnGDI32OX1h+EjuGbeXLylvJie6dSJ8Sktg5SVAy9DF84jLaukJs2tjRvwkX0W0oYvSzo02JCv+wzxs+ElMlHCXUbqE13mGsL2/gR6Cyg+kHTYjXFI9fuhPbkJwZmNHNWII7bG9J03JxA7AtAuLo7vBgzBdA6rs0+EMYsX0bt2bXyyjCAIuH0+couKeK1JIpqTm8HnxhfbFBTQv98lKL+Z3PMxcjs9Qekk03qlEOt3oxEOlHjRKWGJOO9cWu5zp+rmSvjbOc2VtBa4hM9oDh06FIhRKc2AAQP43//+V/HZqVQLoigg7Qx9CZBWvoW+7kC0zpMInkLc5sTzdpcNGUMS+XZ3cNEri07HlsyMICUD8MGWLYxp2JhooSSu56AjP0jJAPS2KkjLvwoeqCgfMX1rsEz2IR1fB6UUjSSB0ZUFW7+H7IPFQh3Wa95A3vQp4uKJgbZ1bvyW7wdfzTtbNrH06FEGJ9VlbNNmZ1UyeqXQv7PUmCgy1+K+Fi24/eefKSiOPYszmZg3sA/6j/sg5B8DQKM1Il/zZkgSTXHlmxha30lBqfozevvBICUDIOQdRZOzF2IvTUWjogIVVDSRkZHs2rWLOnWC05bs3LkzKFuAyqWFooBiLCMFjCUW85HfkGbeBu5C9Eld0Q/9H/nGuqFtKz22QrQh2Bzm9noxakK/emF6PToh+NhQX8YBSqGsFKfqF6BmC3/QZu4RFI2eM083FK3/LUuj8ffr9cpIuUdLlAyAz42yaQZi3S5B92rmPUDy3X/xf+27UtjWi1nQnDUWxOo8iH7BfQgHVoDOhObaD5l7whZQMuB3ZV529CgdfKWUiseJ4C4jRZLBhiIG56JTJB0IIihnmCc1lQu4VVGpLirkDDB06FCeeeYZZsyYwd69e9m7dy/ffPMNzz33HNdcc01VzVHlPFEUBW+jgX5T0WlECaXjXUhfXedP2ggIB/9Au+R5/6H0BUKWFUY2aIihlGJRgFaxsUExJgCPt2+PjeCHax2TlZubBCds3SWH4Rv1EXT9t/8h27g/yrC3kRPbBQ9uiaGwVmc25mdy94rfuPePJWwvzEEoCs1iIeQehtwzUuEXZKD12UEGE2dXMho86Je94FcyAO5CfBu/YXdubkjbvfkOMAU7KAgeV1CsD4BvwBScZ7iFO811kLs8GCSTGw3AFdaw7ImpqFwiVGhHM378eHw+H5MnTw6kotHpdNx88838+9//rpIJqlwY7NZkGLsUzcGlSL4i3Ek9EPOOkN38ZrbWvoo8WaKxnEWTlS+ic2fhOeNgvLyIIux3OdiRnYVBo6FpeBSNTOEsuXYUy48dw6P46JlQi0bGMOYPG87OnGzsbjfJkZEkm8NDshToFJGn23ZgUN26bDx1ilYxsXSKjkH480VY8bq/0d4lYEvAM/Z3Njy4nx05eZi1GpqHWdjvVIIO9H87fIj0jskh81Za34yw7oyqlI37h+wqysLgzUHYviBYdnAF/xr6X9alB3utDaidCEuDgzuPeUUiblmI7vAfaOxH8NTpTkFUyxAHAy9aCjqOx5jUFeHoGpS4VFw1O1IkVazomopKdVOpgE2n08nhw4cRBIHatWtjOCMNxZXAleYMcBpBgOho/3rceTt5YP0O5hzxp0kxajT81D2VlompuITKeTGlFeYwcsF8sosL27WJjeX9vldRW2sOuFQrCmT7XDywYgm/HjoEgFWn44dhw0k2hp+1b1H0p0Oxuo5geLtlcKCqILDq7i0MXPQ7+cVVV7smJDC8YUMeXro00Ewrihzvnkh0zi5YPQ2cudDqepRa7fxmt2WvQfYBaDIIpW53CpJH45RC5+QVFHK9LsySllhfDoZvRsKxDUFtTty7ho8PnGJK2l70Gg2TWzSkX2JNxD2/krTyJXAXcrLdOFYkDqZHvTYgl/+7dvqzuNS5kv52rqS1QPU6A1TIdOZ2u5kyZQodO3Zk2LBhXHPNNXTo0IGXXnoppKSyyqVJ6deK9V5LQMkAOL1eHko7Tq5QuRcHr6Tw+ob1ASUDsP7UKVanHw+MfXr8zdmZ/HroEFadjhpmM3a3m2dXr8Ij/H2iS4DCUulfTlPQaBDPrk8LKBmAP44dQ8Cfk+s0HllmrRCDcugvf1nnnv+FE2n44lrgO7bFX0Olx8NQkIUvLjWgZErHthzxFDB26a80/fIzBi+cw2qnDF3uDzZNtr0d0rdj0Ujc27IltzVtik5QsGbv5iFHXSZ1eo/X+3zJ0IIW1KnZCM697CAuByWjonKaCpnOXnjhBRYvXsyTTz5J69b+YLENGzbw1ltv4XQ6mTRpUpVMUqVqOFkU+nKQlpVFoezFKJ4livFvcPg8pGVmhsj35OYiJYn4SvnqphcW8FznzuS73eS5XDSMiODnAwco9HkJE4NryuT63KzJTGfdqZO0iY2jcWQUvnb3EPPn24E2eTXbsflQduicPB5MGg2OYlOvKAiYourj6/s04r7fEApzkK96HrutMWK3pzHm7kZwZuNLvZ4Ccz2yvS7+ykhnU0YG7ePjaREdwz2/L2ZtsUksLSuLIfMXsm5AJ5p0G+/fMooa0FmZ741h/NrgTAXzerblje4t2Z6Thdsn82nTCKIl9TBf5cqmQormhx9+4NVXXw0qctagQQNiY2N5+OGHVUVzmVEvLDxENrRePSKkymV0jhR1jK6fxMsbNgfJe8XHBCkZgNToaMYs+oGMwsKA7H99+hCm0QW93buRmbhuNV/tLElnP7pxY4bXu57WYfVI2v8TWTGpbI3ryjUaL9O3Brs4N42MYPbVQ/ls+3YkUeCWJil0ELLQTB/gN5sB0rJXsN62gJy4HrgjWwfuLZS9PLJyOQsP7A/I7khNDfGEK/R42ClbaRjbDGnTVyhRDSlIHcOHi0MzZizMcNC1npa2Yao7sso/hwopGq1WGygPUJpatWqhKcNdVeXSQ48TCn0IgkSSxcqUbt1Ydfw4Nr2ePJeL8W3aIlay9LJGcfEv3TH21qnJrEPH0UsSTzVNootrH4KQFGS2O5CfF6RkAN7asIEhiXUxlkqQf8hpD1IyADN37eKOJo25ZXs0WG6mIM/NQ5oI7k6N5mBeHosPH8ao0fBYu3a0Do/ALJpo07knAD6fjHbHAnAX4EgZgccQTsTOeUi/PY/+hg64KDEbHiiwBykZgI/T0pjYpQt/HDsWJLfpjeRED0RTd7C/LAMKKRERrD95Mqhd/fAo1eyl8o+jQtph1KhRfPrpp0ycOBGh2O6tKApffPEFI0eeu2KhysVDo7iwpv+B9NskcBcQ3n0C6TW6Y9XpyC0qYktmJqMaNWLZkSMkNWyCTqlwGjwE2Uf91f/H52FJTGw5GJ3PRb2NT0CrG8ip1ZfS26Qib+g5S77bjVdRKB0M4/KFtgOQvS7GNmvGKacTs1ZLI5uZFrnb+KR3bw4WODBIInXNEYEyNqd3VIIAHknP4mGzeHZPNpmFHh7qOZRR+asxKt6gsd1lnAUBNIkIjhm7PjmZBhZ/vrHSWQ3uadGSOfv2Bcx2Ncxm+tUuOzOyisqVzDkVzdNPPx34f1mW+emnn1i5ciXNm/uTJ27dupXc3Fz69+9fdbNUOW8sWZvQfF6SnkUz6184/7WO8UuWBYpZTV27ln81b45T8aGreL5VPJKJ/I4PYJt3L013/+gXCiK5tbuGPFxbRcegEcWg7AD/adOWMEkb9MafZLbRIjqGzZkZAVlqVBTpHsgoKqLQ68WnKHy17zDa5BTqKXoam/xnHqVrpZ1GUWBdfDcGzvkhoPbu35ALXQczRrJSOlFcI7OG+jYr+/JLPHM6xsXQMSqMJdeOYn9+HrFGEynhkZiE0D+lRsYwlo28jm05WWhFkaYRUcRrQnO5qahc6ZxT0Rw8eDDo55QUf/BcZvGhb40aNahRowZHjhy58LNTuSD4U9AswJ3Ynr2pN+MVJOrv/4EdmZlBFRMBvtmxg/+0aB3ijygIYPRkIRWeRDZGUaiLR1EUDHI+2oJjKFoLOaYEXi2I587+r1N/80e4DFHsbHU3K+0Wro2BY0UFyIpCgsFMQ1MYPw2/lpfXreGYw8E9zVswMLFOiFnJImj49KoBfLw9jZ8OHaRf7Trc0CSZxYcO8dzq1YF2XRMSOOWqS71zOMwJAiw7lRtyBPVG2i6GNmhGtOsEgtuOx5xAWPYu5jbW8U5uLX7PdHB1vI27DKeIzT+AyRRPM08+GDUg6ZHlULcxRYFaOjO14i5swss8xUNGUSHhOj0xGqO6Q1K55Dmnovniiy+qYx4qVYiiwMnaPZmq68Zbmw/hUxSG176ea02haWnCDYaQNDCCAGHZ69F+exPkHQNzNLqRHyPbEtB+dztC+hbQmdEOeY1cOZ7Wu0WG1X+KHI+PRX8e55UeDZm8cQ3/27wJWVG4MbkJj7dtz5p0f7nfJlFR/HTwAN1rJBAm6hBFAUEUkH0yigIJWhNPt2zPIy3bYETioMfB6xuCY1b+OHaMcS1aluuzCNeFenlFG43YTv6J8cf/Ipsi0budKAMmkbrgDt6Jb44jviW2tL8Qcw/juX0BEZ/0RczeD8Zw7EP/h6vuQBSlas8pBQHSHDnc8vOPHLHbiTQYmN7vKrpG1ah0OW4VlepAPcH/B6AoCst1dXl9x+KAbM7hE9zQvDV1w8I4kJcXkE/p2g2bqA06uDe5T6H9ZgzYiw+2CzLRrPsYxZnjVzIA7gI0s+9m0tjfeX+Hh8/3+Xe4kQYDDSIieKhU0ORXO3fQv24ST6wMLppW02LhntQWzNi9kz/TTzCmUTL9EmoHvOBOOwloFZE8V3ASSiCkcNjZ6BRfk2ijkUynE/Afy0xq14qDJ9fzWZNnWJ/v5tZ4IwPzs4lrNhLN1u8JL16nPPIDpFn3+JUMgDMX63e34L1nFV5rk3KNX1lyfG5u+PEHThT4q4hmFxVx/aIfWD36ehJ1l2aZABUVqEZF8+677zJ79mxycnLQaDSkpqbyyCOP0KSJ/4+zcePG6PV6pFKuozNmzKBx48aA/3zojTfe4Pvvv8fpdNK6dWsmTZpEQkJJZcFVq1YxZcoUDh06RHx8PA8++OAVVSOnskiSwG/HT4XIX1qzljlDhvLXyXTSCwroVKMGKdbIkJxekuN4iZI5TXxThN8mh/QZnn+E368dxcoTx7HpdHSuUZNX1q8LamPUaNielRVyb5zZzND5czhe/CD949gx7mvZksdbtuNAQT5HHA4SLRaSzFYGJiXxYymzrl6SaBJeRuJQINNXxM7cHARBIDksglo6MwuHDWfliePkFRXRJSGBWoqdrlvyyXL617n8GDzRtB7P9J2I1GwkwsntKDVb4jJFoxV1pA35iP2KhTjRTfPdMyF7P1ZJj5S1Gww2iiJTKJLCsbiOocnaCaKmQmWkyyLdWRhQMqdx+XwccdhJjFQVjcqlS7UpmoEDB3LjjTcSFhaG2+3myy+/5F//+hfLly9HLK42+OGHH9KhQ4cy758+fToLFy7kyy+/JC4ujilTpnDPPfcwb948RFHk6NGjjBs3jqeeeoprrrmGlStXMn78eBISEmjRokV1LfOSRJYVWsbEhMg71qhJgs7M8IR6CIJwVlu/bIwEnSmQfBOAvKMoMY0osiVyov4gzPajxG34CMUST4o5gqYNI1AUEASBZjHRfFOqUkCR10ttm40oo5GHGtYkVify0eEcIvT6gJI5zXubN9Ondm1GzJ8fkE3t3oOXunQjymjk+z17aBIZydRu3amjt4QoycNuB9csmMcxhz9DcpLNxozBQ3hwye9szcpCJ4q8sWED7/TuRVbxDuc0r+48xC0t2xNZaxBC7cEoioLGk87Crq9w/eptKPgDRB9qfBNPh9fCMK0jeP1ZEaTGAzH2m4jm08Hg8DsyaGKTEa7/3l/muBJE6PVYtNqAFxv4d2Oxpgtb2kFF5UJTcdeiSlK3bl3CwkpKzoqiSEZGBnZ7+XLtzJgxg7Fjx1KvXj3MZjMTJkzgwIEDrF+/HoA5c+bQqFEjRo0ahU6no1evXvTq1YsZM2ZUyXqqi3OWOC4HigI9aiTQPr4kUWaCxcIdKU1Rig/f/+5AudBYG9+waf4U9cX4arRk13VzuTn6ThpsUWibmcyCkYsoiGoWGPM0jSIiSS5VRqJOWBitI6xsba7lyVV3869F1/KzuIT6llCPLFEQWHdGLMpjK5bj8cm80rEb226+ld9Hj6a5JSpEyYiiwMw9uwNKBuBgfj7z9+/jkN1OocdDrstFvttNRlGoKU4UBOTidDyS5P89pIsR3L1hb9CRyOu7DrMjv8CvZCLqgDEccdePSMfXBpQMgHBqJ7p9v1a6jHb8/7d33vFRVWkf/96ZZEqSSe8BEgikkR4IGOmC0psGgRV2FVHXtryCoqgouuirqKyoi+5rxV0sSJeyiFKlhp5AEEIJLb1N2iQzc98/AkMmE5KgJIRwvp8PHzLnnHvveWbm3t+cc57zPPZaPh44CGWtE7zRqzeBmj+WJVUgaG5adI1m8+bNzJgxA71ejyRJPPjgg1biM336dKqrq/H392fChAmMGzcOAL1ez4ULF4iMjLS0dXZ2JjAwkGPHjtG9e3fS09Ot6gEiIyNZs2bN7+pr3QBxXl6633We38vZ4mI2nztHSnY2vQMC6N2uHX5Ov/+B4oWOlaNHk5afj9FsJszDg0Dn64j66zoe2sVA4Vlw9qfKM5xZGzay/GxNHLPzej2jf9nNnj91JqHOe/Xdr8fo274994eFIcsyBZWVOGQdwm/l1UytLgcXER+ZbLNm9ERcHKszMqzOZ5Jl9OZq1l/KZOv584S4u9OnXTvu8Pe3aifLMrsuOxzU5mBODu10OrJqjZ7Kqqvxd3S0GlHN6tEDyQ6+O3eSA9nZ9PDzI9zdvd71IUwGGPomZB8FR0/QuCCVF9as4NdSQGX2YTz7Nfxdaui7Ns4tlEgvTzL1evwcHYnw8MDBvvEI0zeTlr53mpO2ZAu0nD0tKjT9+vUjJSWFoqIiVqxYgZ+fn6Xuyy+/JC4uDoVCwa5du5gxYwZGo5GJEydSevkXqXOdB6NOp7PUlZaW0rlzZ6t6Z2dnS/31cjOjN5fJRqZu3sjGzJrIxh8eOMDUqGheTeiJ/e/ctQ+gBKId3C32XMsmJUYcy04hleVicm5PmbZDzbPSvhN4dwIgp7iMFSesw92bZZm03Hw6KK3XC4Z3CubP/11vea2xs+ONaNvNkB1WPMzKqXtYdfYC+3KyGRXcmVhPLxalpVm1i/f2ZlNmJq/v2mUpC3FzY/HQYXSwu3ptSYIJoWFsPX/e6vihnTrx7JYtVmX6qipWjxrDqlMZHM7L5d7OIcR6efH4zz+z6bLr/uepqczv149wDw+O1Vpj8nZwIKH6Aqx94eoJdT7I93+JVDfUf5fBFDbwXWrKd81f0uLvXDP6KyuqpIzKBtvfTNpSxOO2ZAu04ujNNwpXV1cmT57MrFmzOHH5YXXHHXeg0WhQqVT06dOHv/zlL6y6PC/vdPmXfN1pNr1eb6lzcnKyqS8pKbHUtyaqJDPlGC3RFepyqqzEIjJX+PTIYc5X/D7RvB7sqMLl6CLUHyWi+mII2oWJuGZts5nu0Sjs6h1huanVKBQKCqmiTKoRkyRvP57t1g17hQKlJDGla1fsnf1sjjW7BRKoUvNoSBSf9R3EUN9AAuwd+GH4SDpdHvl2cnHh3X79mJeSQoibGw9GRnJXhw6cKCzkaEE+CoWE1lyMmnJkGQb4tePJ2DjsFArsFQqmJyTQ0dmZJ+PiGBcSwqSICP4UHo63gwM+Ki1PhcfwWd9B3O3TnlP6EovIXGHmtm18OGAAsV41i/q+jo5sGtIP9c+vWxujz0bWZ2NOnFoz5WinxnTXS1T43XHN975aMpNTXt7odKmskNHL1Zgl4dMsuDW4ae7NZrMZo9HI2bNn6dLFNkOgQqGwrBvodDoCAgJITU0lKqpmDUCv15OZmWnxWgsLC2Pbtm1W50hLSyMszDbJ1c3CJMnsLshmzq6dFBoMTIuLZ3j7jjjXSa5VVU/YFRmorpvCtxlwKDmJcvW0Wp0px+6Hv+DwyE4rjykXhT0f9BtA8prVFrfiuwODaO+s45MTR/i/I0dwVql4ITGR3l5+PBuVwAMhEYCMr8qB80Un6eAbgyrrcgBOpYozvWbhIGlRyjJG45W1I4h0dOOnUfdSWGXATaXmUlUF0+LjySovZ/3p04S4uzO/f3+6qoy4HlqIcueHyE6+OAycg9K7Jy/HJjI1IhIkCT+1hqVnMmiv0/HTmTMUGgz8KTyczJISzMiYzbJlJFvf51BlMlFtMrFy6EhyDRXo7FW0M5dAVZlNW7PJjH7AW2h7PoUsKanQtsNUz4hUkuCQvoA5u3ZwqriYKZFRTOgcikc9UZ0vVJfzzyOHWH0qgzv8/Hm+W3c6qtvWdI6g7dFiQrNo0SKGDBmCl5cXBQUFzJ8/H5VKRWxsLGlpaZjNZkJDQ1EoFOzevZsvvviCJ554wnL8+PHj+eyzz+jZsyc+Pj7MmzePoKAgEhISABg9ejSffvopS5cuZeTIkezYsYNNmzbx1VdfXatLLU6avoDRq1ZaXk/bvAllf4nxgV2sFrI76Vzo5OLCqVprFX3btae9tvlHZ4rSi7aFpbkoKvOhltDIMtzp6cu25Ps5UVyEq1pNpKs7S06f5MXtV/fHTFizhtWjx9DDxRs/+8uL/TKsLDBSFfUSgxOK0JgqOan254VD+axoV22TJgBAJ9mjU9cIsspBwdH8fFZdXru5VFZGSlYWuwfGoVz7HABSYSZ2Xw7D6ZGtFLtG42d/2TPLBB1cXBi+fJllQf+N3bt5o1cvHCQ7q704oa5uBLu6klErJXOiry+dda5oUdLhcv6ZCjsv1H2mo/zvS1c7bKfB5BOFUbZDrw2y2F0fJytKGLJ8qSVKw2u7dlJSVcWL0d2svheVmHjsl5/YfTlFwfKTJ9hx8QKbx46rV5QEgtZCiwnNrl27+OSTTygrK8PJyYmoqCi+/PJLPD09OXz4MPPmzSMrKwulUom/vz/Tpk1jwoQJluMffvhh9Ho9EydOpKKigoSEBBYuXGhxjW7fvj0LFy7kzTffZM6cOfj6+vLGG2+0GtdmSZLYcuG8TfmHhw4yKrATmloRi90UKpYMHcFnR1PZfP4co4KDGd8lzCqqcXNhdm5fM9VTe/Tk7I9Ja+serZAlumhd6KKtmdYqkar5IjXVpt2W8+e4w83HKrxMiKsbn144T8cOd2KUZS6WlhLlZY/Ozt4mCZgkQb7JQG5lBV5qLZXVJhsHgbLqao4X5NO1dqFsrvH8co22Ote+7CybZ/5nqan8Kdj6PfZRaPh6yBC+Sktj24UL3BMUxPiQUJyxHoGazTIVkX9Cq3VDufsTzO7BmHr9D3pdaJN27KcXFtiEAlp46CCPdo3CQ3FVQM5VlFpE5grZ5eVk6IvxcBVpBwStlxbdsHktBgwYwIABAxo8XqFQMH36dKZPn37NNklJSaxevfqa9TcXGQ+Nrfuur9YBe0lh80Bqr3JkTlwPDHHdUaOwcd1tLsqcgrG771OUyx+vcdd18KD6/q+psPes96Ep1aSwRJJBjRJPrZbfCgut2rhrNDYxzDq5uBDq7s7kdeuoNptJ8PHhH/37ozBbTy1JksTeohye276V9g4azpdXsqD/ABzr7CcBcFDaCrFZbe1AIsvgrrYNiObt4IC9JFnbKEFOWTkHcnIIcXNj+/nzDAnsiKTG5vOosPOgMmwSqtBkTJI9RlnZoMgoLrtLm00yDna2XmPuGk3N96IWGqUdSknCVOfiDiJFh6CVc1OcAW5HZBl6+wXgqb0qNkpJ4oUePVCa61/8lWVQyS0nMgAm7CgKvpfKx/dgmLqZ8kd3UezRvd4+FJur+OFcBiPXr+LFfTu4UFHGs927W6VO9tRq6RPQzubYo4UFzNu71/JLfl92Nh/s34+pzjcyu7qC/AtH+K9rOmuz5rPe5RgFl9KZk5Rk1S7R15eOHt7U9lowO/uT7RVNXZL8/K02OSokidmJPbGrkxrhYlU549euYU9WFitOnmRvdjYT1q0hz1iPezM1n5cBTY3IXANZkjlcWsAjW39m3E9r2Zp/kQh3d0LrpB54u3cfXOqs3QWoHZme0M2qbHRwZ4Idr8NNXSC4CUiyCP1aL83l3ny+uow92Vnoq6vo4eNHqKMrLe08VNueEnM1x0sKKamuoouzK4Ea29319SEpJN5L28+be/ZYylzVanYkjyezopTdly7hZK+ip58fXdS2D8KPT6Qye8evVmVuGg2bk8eRXVpGbmUFnZxdcDGX0XHFn9Gcu+rKXBY7mX92eRwjcLG0FHeNBoPRSAdHDVGVZ+lYdJRKlTM7VUHkaNszuZOtQ8iFy59DSVUVib5+hDq62CR821mUxbv79jEoMJBKkwmtnR3LT5zgrV69iXbysGqrkMCp9CSK/N9A7UylRwSVdtbiAXC0rJC7li6xGpV8N2w4XV3d2ZObTW5lBQle3oQ7uWFfz+/AUnM1h4vyOZKfRxdXV+LcvXBrxeszbckluC3ZAi3r3izG3C1MO3tH2rULvrqP7ybKfJG5iie3bmLD2TMAqJRK1owaQ4zOo+EDgVxjpU0E5SKDgYP5eQz0bke3UE/qiZxvoYOLrfjEeXlxKCeHyZf33CgkiayhcVYiA3DBO5ZZv/6K0WzGRa2mrLoao9nMu3378ezZaoZ2vJsig4HFR4/x4YCuNtcBCLB3ZEwjn4ObWkOEhwcv/3pVEJ/v0QNHla2zgnN+CvZfDIHLox1l54EoRn5Cuf3VtS2FQmJD5lmbqa/39u9jxeARDPcLavTmd1LYk+Tuy50evi060hUI/ghi6uwmcaMfEvb2ChTX+WmmFeVbRAZqXHenb91MBfVnlqyNBFahUK6gvLwHpCGRAeig0zG0Y0fLaw+tlme6deP7E79ZysyyzPFaHl9XUMhmy/RcscFgSZ4WoHOinZMTXx89yppTp/ifhG5EuTUsmg19DgaziU8OHbIqey8lBVMd49RyGXZrZ1hEBkBxciPqXOtjZRlU9XxI6nrWlhpDiIzgVkIIzS1OibmajXnnmbZzKwuOHeY3Q3HjB10mt04QSYD0wkIq6ktNWQdPpZqXe/S0KvN3dKSra+OjIYC03Dxejwxi06CerOkbx6Z7kliWdpD2daI//OuiAVPYMKuywOLfePayW/sVOrm4oFYq6e7nR6KfH4OCgjDJZi6U//5NrhXVRpuBTpXJhKFOGmo7YxlSzjHbE5TlWr2UZZlBHQJthGVGQrdrrtMJBG0BMXV2C6NQKPgx8zTTNm2ylH1y+BArR42mk6rxTXydXWzD6id3CcHVTmXjYlwXWYb7O4bQ0cWFFRkniXD3YFhQR7ztGklxeZn7XI34fjUEygssZW+O/YJRp63DqfxWYaJsyLs4hI9AcWoT5k79qA4awIN2nkR4eLL61Cnifby5q30HNp7L5PmtWy3HuqrVfH7P4Cb1pz7aO+nQqVToq6osZf5OTgQ4WofYMag80ESPQ7HPes+W2SPE5pwhDi5svDeZFRknKTIYSO4SQpSz7VqOQNCWEEJzC5NtKufN3buty8rLOZyXSyf/xoUm1MmFz+++h+lbt1BYWcmwjp14LqE7CrOEUZIpNxvRKe2RriE6jgo7+nsGMNCnPWazfF0phT1yjliJDID31rl8fP9qBq/fRFZZGT39/Pig3wAMKicqwiZgCBuPGgmFWcIZGOTdnsF+gbi7O3I6r5DP6+zhKTIYyNSXgJsv9VEhmWrWeZQqG/drgLKqKl67804W7N/P6eJiwtzdeSwmhpKqatzVVxfgjbKSqt7PoirPR3HsR9C6Yhz2DmVukTbnlGUI1brwQnQ3JEnCZGr+aA8Cwc1GCM0tjEmWqTDaTnPV3fx3LexRMDKgI3ck+1FlMuGl0mKPxImKEubs3sm+7JrAlk9Fx+Jvf+2cJ7/nYSmZq2wLqyvo7ODI1rHjKDVW46XWopYVZFaV8va+FH4+l0n/du2Y2S2RQJWT1bUlmXrfi/oW+U2SzK78bF7e+SsFlZU8HRvHfR272IQCKjcaeWn7du4PDWVieDhniouZuXUrG8feZ3NOvboDqpFfoB6UhdlOQ4Xat17xukJNnVhoEdweCKG5hfG30/J4bCz/W8vF2MHenkgPzyafI6uqgoP5ueRXVhDt6YW3VsuwlcsprKyZwvos9Qgniwr598DBqBvYH3K9FHpF4aVUgemq4BQlTQO1O67VZlxVNembS+Rqxq9bw8nLTgE/nDjBvpwcNoy6FxfpqjA4SfbMSOjG05t+sZTZKxQketuOZo7qCxmz+moooOe3b0OlVDKpY5jVqKyTzoX2Op3VSKlvu/Z0cKh/tFiFmiptYM2LBkRGILjdEEJzgyjHxPnyUrR2drRTO7bI3hizGf4UEoa7RsM36ekEOjvzeEwsXR3dGvw1fYVcUyXJ61ZzrODqFNaiIUPwcXDgkeho7BQKig0GvkpL42JFOR01TQveWIGJ8xWlqBVKAjSOKOsJJPmdXkvi6MVEpn2FpvQSp7r+iU8M7XjQUIFXrbArZ8v0FpG5wuniYs6WlhBdyw1blmUiPTx4qWdP1p0+jadWy4jgYFzq5GqRJNhxyTae24cHD3BvUGerEDTOkj3fDB7GovSj/HwukxEdO3F/l9AWCQUkELQlhNDcAM5Xl/Hwxg3sz8nBTqHg+e6JTAntiqPU/G+vj1LLQ8HhPNAlHHskZKPcJJEBOFKQZyUyALN37ODNXr2YumEDpdXV+Dk68vdevdA2MczJpepyntzyC9suXEAhSTwVG8fTUbHoJOsHvr1SSY9fT9PLLxkvVxU/Hc0iyKWUvyqtw/FcK7xK3XKDZGbG1i38VlhI73btKKys5Mmff+aLu+9hmF+QpZ0sg4fG1mHB38nJNgQNEGDvwIsx3XkuJgF7FE1+bwUCwVWEe/MfxKyQeXf/Pvbn5ABgNJv5++5dHC0uaOTIG9gHM9gZQTZe30OwbqwwgJzycvZlZ1vqLpWVMW/vXhyUTRAaCT4/VhOAEmr2wbx/YD8HCnJtmga7utJep2P7pWyWnzlHWXU1T8XF4VhHkAK1Tvw12jow6tSoKDporUdXVWYTl8rKKK2uZt3p0+y6VJNZs6CebJh3+PrhUysEjVKSeKmeEDRXMJtllGZJiIxA8DsRI5o/SImxmrVnTtuUHy8qpHsrj6gb7uZuE6Txoa5dWXPa2p7zej05lRU4axtOGVwuG1l1KsOmPCU7myh3T44U5GGWZSJc3UnNzeNP4eHYK5VUGI14aDR8fuQIA3zbWaUJsJMVzIhJ4J7AII4XFhLi5kaUqweqOr+RXJQq/hodw+ydOyxlEpDgZfsZBNg78t/R97IvL4fSqirivLwJdXQVa/MCQTMhhOYP4qS0J9HXl/+eOWNVHqhr/cmoujg48+PoMcz6dTuZej1TukYyqnNnPjx40Kqdh1aLm0pNBSYKqw0426lwqmdaUCvZcae/P6eLrTeNhri7MXjFUk6XlAA1gTYX9B/A/2zZjFKSUF0WmyFBHXFU2tk88HWXw64kudfvpgw1o45xwSGYkfno0CG8tVrm3tmLUCfXegXE394B/1pTakJkBILmQwjNH8ROlni15x3sz8kht7wcgPGhoUS72eZvaXXIEgnOXqwcMgqD2YirnRqD2cSbvXoza/s2ZGrCo3wx6B4Kqg1M+O9aDubmEOziwicDBxGj87Ty0pJk+FtsPJvPneN8ac2O/KFBHVErlZwuKSHQ2RmlJHGquJiSKgPjQ0P59vhxKoxGvBwcmN2jZvpKkmo2ozbFbVqpvDqycVeqeSI0mkkhEdhLEppGQvULBIKWQURvvgbXG705z1TJKX0Jjvb2dHJ0btWeSY3ZY8TM2cpScsrL6aDT4WSn4q4VP5B5eUQCoFOp2JE8Hh872xw7hWYDGfpi1Eo7uji7MHffHoLd3EjLy8Mky8R4eZGSlcU7SX04qS+mvLqajjpnPJUaLlWX89P5TA7l5jI4KIieXr42jgQAenM1u/OyWX/2NDHe3gz0b4+HvZoDRXmsyMggwMmRYUGd6KTR3VJxwUSE4NZLW7IFRPTmWxJPpQZP16aFX2nt2KEgWONMsKYm7tixskIrkQHQV1VxtlSPj6ut0Lgp1HRzubw2YoahnTpx76pVluCXiyWJ74YPRyMr6Op4NQxOgdnAuHVrOF5Y40jx9bGjzErswbSIWJuEZF/+dpTXd1+O6nz0KLFeXjyT0I3J69dZmv1j/35+GZtsSbksEAhuDi3mdfbPf/6TgQMHkpCQQI8ePZgyZQrHjl0NRHj06FHGjx9PTEwM/fr1Y9GiRVbHV1ZWMnv2bBITE4mPj2fatGkU1dlf8eOPP3L33XcTHR3NyJEj2blzZ0uY1uZxVqnqjTDspq4/D4pCIVEiV1OOCaVS4r+nz1hEBmq80b5NT0ehsN5fk15UaBGZK7yzL4Wsauvgn1nVFbydsteqLNzDg7/vtk4nUFJVRUpuNpIkoZerKcVIPQGnBQJBM9NiQjNkyBCWLl3Kvn372LZtG3feeSdTp07FbDZTWlrKww8/TK9evdizZw//+Mc/+PDDD1m/fr3l+DfeeIPU1FRWr17Npk2bKC8vZ+bMmZb6/fv3M2vWLF544QVSUlKYNGkSf/3rX7l40XZznuD6CFA5Mq9PX6uy57snEqS1dXgoNlfxyW+pJP3wLYNW/sDewhzKjbZu1BXVRmr8wq5ikm3XZIxmM+Y6c1+yLFsJF9Tk0jGYbNMbuGrUfJ95gj7Lvqfvsu9ZceE0FXLjaRAEAsGNo8WEpmPHjri4uFy9sEJBbm4uer2eDRs2oFAoePzxx1Gr1cTGxpKcnMzixYuBmtHMihUr+Nvf/oaPjw8uLi7MnDmTzZs3W4Tk+++/Z8CAAfTv3x+VSkVycjJdunRh2bJlLWVi20WGsR2C2ZI8jq/vGcLGe5P5a3iUTQZISZJYnXmaF3/dTk55OSeKihi8fBmjO3e2OeVj0TE2i/2hLu5WKZYBHuoaiZ/ausxH5cDUKOsUzTsvXmRGN+s0xzqVikqTiSd++ZkLpaWc0+uZ+tMG9hZkX/dbIBAIfj8tukazefNmZsyYgV6vR5IkHnzwQVxcXEhPTyciIgJFraRQkZGRLFmyBIAzZ85gMBiIioqy1AcHB6PVajl27Bj+/v6kp6czfPhwq+tFRkaSnp7eMsa1cVQoCHdwI9zBNrXAFSpkIwsPH7IpP1NczNoxY/ng4AGqTCaeio0jvh6vPG87DWtGjeGLo6nsyc5mYmgYQ9sH2USPVsgwLTqOUHc3/pOeTqKvL38Ji8DLXovzPUP4+PBB2uuceT4xkedqpQ24wuLj6Qzo0w6jUUROFghaghYVmn79+pGSkkJRURErVqzAz88PgNLSUnR19p04OztTetlF9sr/ddvodDqrNs51kmY5Oztz+rTtZsqmUNeDwsur9e+LuR6aw56K6mo66HScKCy0Klfb2TEkuBODggKRqQk/c81+oSPB3xeDyYSmgbA3XugI9fXksdhY1Eol0uXFlyAfN8ZHhKGUJJQKBcGuLmzMtD62k4sLbm6OVJtq0gRo7RveiNrSiO9a66Ut2QItZ89N8TpzdXVl8uTJdO/enU6dOuHk5ER+fr5Vm5KSEpycah72V/7X6/W4u19NEqXX663a6PX6a57jerle9+Zbiea05/nuiWw5f96yhuLr6EhPb9/fdb2mHqFpwJ7JYRF8fewY5ZdD6uhUKu4N7sIvp88y/8A+ssvLeTImlr4+ATi0QGy6xhDftdZLW7IFbhP3ZrPZjNFo5OzZs4SFhbFu3TrMZrNl+iwtLY2wsDAAgoKCUKvVpKam0qdPHwAyMjKoqKiwtAkLCyO1TuKrtLQ0S/u2iozM6cpSfisuxFmlIsLFHddaIVxammgnd7bcN46Debk42tkT5+mF3zVy2VwyVXAkP4/S6irC3T3o6uhKsbGa9JJCcisrCHZ2obOjM8prxCBrCiEOrmy+N5mDeblIkkScpxcGk4m7l/1gCb3z56z1/N+guxkd0PGW2nMjENwqtJjQLFq0iCFDhuDl5UVBQQHz589HpVIRGxuLRqPhnXfeYeHChUydOpX09HSWLFnCq6++CoBGo2H06NEsWLCAsLAw1Go18+bNo2/fvgQEBAAwbtw4HnzwQbZs2UJSUhKrVq3it99+Y/78+S1l4k1hf0keI1ausIwg+rRrx//1H4ibon7X4+ZGQqKL1oUu7V0abHeuuoyHfvovh3JrAm6qlUqWjRrFN0eP8u9a62pfDx7CYN/A68reWRtZlglS6wgKqJkikCT49ORRq/huAPNS9nJPQAc0rXijrUBwq9JiXme7du1i9OjRxMbGMnLkSPLy8vjyyy/x9PTEycmJTz/9lK1bt9KtWzeeeuopnnjiCYYMGWI5ftasWYSHhzNs2DD69++PWq3m7bffttTHx8czd+5c5s6dS0JCAl9++SULFy60CFFbpBwjz2zdYuXqu/X8eY4U5jdwlC0KhWQVyuV6USoVljWSprIvL8ciMgAGk4nXduyguE5E6b9t3kSeqfJ3960usgwaO1sx0alUKBCbbASC5qDFRjT//Oc/G6yPiIjgu+++u2a9RqPh9ddf5/XXX79mm+HDh9t4nrVlKs0mMupsWgUorCc0/rU4ayhl1ZkMMoqKGNu5C93cfXCQmvarvkw2sjsvixUZGUS4ezAsqCPtVY5NOja7rMym7GRxMfG+1oEzCyorKTNW46G6cSO0O339cVapKKm6mt3zxcQeqP7AFJ1AILg2N3/1U/C7cVWqmRgWxpdpaVblXVxcm3T8xepyBq9cRn5Fzc77xenpfDjgLu7v0KXRqSpJgm8zfuOF7dssZR8fPsiG0ffiXU/8s7pEedqmmx4XEsLWc+esynr5B+Cj1t7Q4JgdNTp+GnsfGzLPkltRwbCOHYnSuTd+oEAg+F2In3C3MAoZnolNYFxICBLg4+DAN0OH1YTGbwJHCvIsInOFObt2UmSuusYRV8kzGWxCvlwsKyOtqGkJ3+Jcvfjorrvw0GpRSBLjQkN5ODKKt3r3Ieiym/qgwEDe79cftXxj101kGTqqdTwWEsXs2ETidJ7YiVtBIGg2xIjmFsfXTsv7Sf14uXtPNAolrkpVkz2nTPVkjKw2mWpGM40sV8hgs6B+rXPWhxYl93cIobdfAFWyGX+1FjuTgg6ujvw8+j7KTEY87dXXzHp5I5BlWXiZCQQtgPgZ1wZQyhI+dlpcFE0XGYBIDw+c6mxWfL57Iu52ja+HeNlp+J/4BKsyN42Grm5Nn4Iym834KrV0sHPEzlTzVZRl0En2+Nppm1VkBAJByyFGNLcxgWonNoy9j8/TUkkvLGBK10j6+ARYNqo2hGyWeSg0giCdji+P1YTp/3N4V/xVDmKUIBAIrBBCcxsjy9BZ48xbib2QkTGbrk8hXBQqxrYPZmxgZxRImExmITICgcAGITSCJqVMvhZyzWINJpEzWSAQXAMhNII2jSTBxapyUgvzUUgSEa4e+Nk37n4tEAhuHEJoBG2aU5V6Bq9YRmFlTXQBLwcH1o4aQ6BKpHcWCFoK4dYjaLMolRL/OZ5uERmA3PJylmectEkjLRAImg8hNII2iyRJHMnLtSlPy88XQiMQtCBCaARtFqPRzKTwCJvy5JAQkV1TIGhBhNAI2jR9fAKYc0cSDvb2ONnb82av3iR5+d3sbgkEtxXCGUDQpnFW2PNEWBTjOtfEg/O00zRpQ6pAILhxCKERtHnMZvC4nAhOiIxA0PKIqTOBQCAQNCtCaAQCgUDQrAihEQgEAkGzIoRGIBAIBM2KcAa4BnU39LW1DX7CntZLW7IF2pY9bckWuHH2NHYeSW4sObxAIBAIBH8AMXUmEAgEgmZFCI1AIBAImhUhNAKBQCBoVoTQCAQCgaBZEUIjEAgEgmZFCI1AIBAImhUhNAKBQCBoVoTQCAQCgaBZEUIjEAgEgmZFCI1AIBAImpXbVmjWrFnDxIkTiY+PJzQ01Kpu1apVxMXFWf2LiIhg5MiRljZms5n33nuPpKQk4uLimDJlChcuXGhpMyw0ZA/U2DRixAji4+Pp06cPc+fOpaqqylJfWVnJ7NmzSUxMJD4+nmnTplFUVNSCFlylMVs2btzI6NGjiYuL46677uLbb7+1qm9NtgDMmzePYcOGER8fT69evZg1axaFhYVWbY4ePcr48eOJiYmhX79+LFq0yKq+tdjUmC2VlZU8/fTT3H333YSFhfHBBx/YnKM13TuN2XPw4EEeeeQRkpKSiI+PZ8yYMWzYsMHqHK3FnsZsuXDhAuPHj6dHjx7Ex8czcOBAPvroI2pHIWs2W+TblK1bt8qrV6+WlyxZIoeEhDTYtqqqSk5KSpI//fRTS9knn3wi9+/fX87IyJBLS0vll156SR4+fLhsMpmau+v10pA9x44dk8PCwuR169bJZrNZPn/+vDx48GB5/vz5ljYvv/yyPGbMGDkrK0suKiqSp06dKj/yyCMtbEUNDdly8OBBOSoqSt6yZYtsMpnkvXv3yjExMfKGDRssbVqTLbIsy++++66clpYmV1VVyXl5efKDDz4oP/roo5Z6vV4v33HHHfIHH3wgV1ZWygcOHJC7d+8ur1u3ztKmtdjUmC2VlZXyF198Ie/cuVNOTk6WFyxYYHOO1nTvNGbP5s2b5eXLl8v5+fmyyWSS169fL0dGRsqHDh1qdfY0Zktpaal88uRJ2Wg0yrIsy5mZmfLgwYPlf//7381uy20rNFfYtWtXo0Lz448/ytHR0XJhYaGlrH///vJ//vMfy+vi4mK5a9eu8p49e5qrq02iPns2bNgg9+jRw6rsf//3fy1fwoqKCjkqKkrevHmzpf7kyZNySEiIfOHChebv9DWoz5a3337b5gE7ffp0efLkybIst15bavPLL7/IcXFxltdLly6V77zzTqub+e2335YnTZoky3LrtqmuLbV54IEH6hWa1nrvyHLD9lxhzJgx8ueff2553VrtacyWzMxMeejQofLrr79uKWsuW27bqbPrYfHixQwdOhRXV1cA9Ho9Fy5cIDIy0tLG2dmZwMBAjh07dpN6eW169epFu3btWLNmDSaTiczMTH755RcGDRoEwJkzZzAYDERFRVmOCQ4ORqvVtjp7zGaz1VAfQJZlSz9vBVt27txJWFiY5XV6ejoREREoFFdvx8jISNLT04HWbVNdWxqjtd87jdmTnZ3NqVOnLG1asz3XsmXixIlER0czcOBASktLmTBhAtC8toh8NI3w22+/kZKSwsyZMy1lpaWlQM2HUBudTmepa01otVruu+8+XnnlFZ599llMJhNjxoxh9OjRwFV7dDqd1XGt0Z677rqLr7/+mk2bNtG7d29SUlL4+eefqa6uBlq/LWvXrmXJkiX8+9//tpSVlpba9NfZ2dnS39ZqU322NEZrvncas6esrIynnnqK/v37c8cddwCt156GbFm8eDEmk4lDhw6xZcsWPDw8gOa1RYxoGmHx4sVERkYSHR1tKXNycgJqfgHURq/XW+paE8uXL+e9997j448/JjU1lW3btlFYWGgRz1vJnm7duvHmm28yf/58kpKS+Oijj0hOTsbNzQ1o3basWbOGV155hYULF9K1a1dLuZOTk82NXFJSYulva7TpWrY0Rmu0BRq3R6/X8/DDD+Pl5cVbb71lKW+N9jTls1EqlcTHx+Pk5MSrr74KNK8tQmgaoLS0lFWrVjFx4kSrcp1OR0BAAKmpqZYyvV5PZmYm4eHhLd3NRklNTaVHjx5069YNhUKBt7c348aN4+effwYgKCgItVptZU9GRgYVFRXXNS3SUowYMYJVq1axZ88evv76a7KysujRowfQem1ZsmQJc+bM4eOPP6Znz55WdWFhYRw9ehSz2WwpS0tLs/S3tdnUkC2N0RrvncbsKSws5M9//jN+fn68//77qFQqS11rs+d6Pxuj0cjp06eB5rXlthUak8mEwWCwTLkYDAYMBoPVzb5y5Urs7e0ZNmyYzfHjx4/ns88+4/Tp05SXlzNv3jyCgoJISEhoMRtq05A9CQkJ7NmzhwMHDiDLMvn5+Xz//feWuViNRsPo0aNZsGABOTk5FBcXM2/ePPr27UtAQECrssVsNnP48GFMJhNlZWUsWrSIX3/9lccff7xV2gKwaNEi3nnnHT777LN6vx933303JpOJhQsXUlVVxeHDh1myZIll7rw12dSYLQBVVVWWz8toNGIwGKxc6VvTvdOYPbm5uUyaNInQ0FDeeecd7OxsVxtaiz2N2bJjxw727duHwWDAaDSya9cuFi1aRN++fS1tmsuW2zaV87Jly3jhhRdsyhctWmT5dTxixAjuvPNOnn/+eZt2ZrOZ+fPn88MPP1BRUUFCQgJz5syhXbt2zd73+mjMnq+++opvvvmG7OxstFotiYmJzJw5Ez8/P6Bm/8PcuXNZv349JpOJ3r17M2fOHIsDREvSkC3x8fGMHz+e06dPI8sycXFxzJgxg4iICEu71mQLQGhoKHZ2dla/hKFmisPf3x+o2UczZ84cjh07hpubG1OmTGHy5MmWtq3FpqbYMmDAAJu9F4mJiXz99ddA67p3GrPnww8/5IMPPkCr1SJJkqV+xIgRvPbaa0DrsacxWzZu3MiCBQs4d+4cCoUCHx8fRo4cydSpU1Eqlc1qy20rNAKBQCBoGW7bqTOBQCAQtAxCaAQCgUDQrAihEQgEAkGzIoRGIBAIBM2KEBqBQCAQNCtCaAQCgUDQrAihEdwyvPvuuyQlJREaGsqAAQMsQUGhZu9N7b00rZ3du3cTGhpKVlbWze6KhQ8++MDqPRUIbhRCaAS3BIcOHeJf//oXr732Gtu3b2fIkCFW9UOHDmXr1q03qXe3FllZWYSGhrJ79+6b3RXBbYKI3iy4JThz5gwKhYKBAwcCNWFZaqPRaGzKbhZXUhlc2W0tENzuiBGNoNXz/PPP89xzz2E2mwkNDa03vXPdqbMrr3fs2MGwYcOIiooiOTnZKq9GU9pATVDShx56iLi4OHr27MmTTz5pFWLlypTT2rVrGTx4MJGRkZw5c+a67Tx79ixPPfUU3bp1o3v37jz00EMcP37cpr/79u1jzJgxxMTEMHbsWA4fPmx1np07dzJixAiioqIYMWIEe/bsITQ0lJUrVwJYYltNnjzZMg1Zm40bNzJ48GBiY2OZNGlSk205f/48oaGhrF69milTphATE8PgwYPZs2cP2dnZTJ06ldjYWIYOHUpKSorluCvTiFu2bOH+++8nOjqasWPHcuLECU6cOMGECROIiYnhvvvu4+TJk9f9vgpuPkJoBK2eF198kVmzZqFUKtm+fTvbt29v0nFms5l58+bxyiuvsGTJEtzd3XnkkUeorKxscpuTJ08yadIkYmNj+eGHH/jqq69QKBQ89NBDGAwGy3lycnJYvHgxb731FmvWrMHHx+e6bMzLy2PixIm4u7vzn//8h++++46OHTsyefJkCgoKrPr73nvv8eKLL7Js2TLc3d2ZNm0aRqMRqEnM9dhjjxEdHc3y5cuZNWsWb775ptW1li9fDtQI5Pbt2/nhhx8sdbm5uXzzzTe88847fPvtt5SVlTFr1qzrsuX9999nwoQJrFixguDgYJ555hlmzpzJuHHjWL58OZ07d2b69OmWoKlXmD9/PtOmTWPZsmXY29vzzDPP8Oqrr/L0009byuqLgSe4BfhD+TkFghZi6dKlcnh4uOX1ggUL5IEDB16zfunSpXJISIi8Y8cOS1lRUZEcGxsrf//9901uM3PmTHnatGlWfTEYDHJ0dLT8008/WfoSGhp6XWmVr6SpvnTpkuUcycnJVm3MZrN81113yV988YVVf1NTUy1tDh48KIeEhMgZGRmyLMvye++9J/fv39+SF16WZXnLli1ySEiIvGLFClmWZfnSpUtySEiIvGvXLqvrLViwQA4PD5fz8/MtZWvWrJFDQ0PlysrKRm06d+6cHBISYumvLMvyoUOH5JCQEPmzzz6zlKWlpckhISHy8ePHrd6LK++nLMvy2rVr5ZCQEHn9+vWWsg0bNsghISFyaWlpo30RtC7EGo2gTRMbG2v528XFhU6dOtlMvzTU5siRI5w9e5a4uDirYwwGg9WUkqenpyV68e/hyJEjpKWl2VynsrKSs2fPWl5LkmSVg8bb2xuA/Px8S78jIyOt1ofqnrMhvL29cXd3t3otX04t0VT7avfPy8sLwGq609PT09Ln2tRu09BxBQUFODo6NqkvgtaBEBqBoAHMZjOjRo3ikUcesamrHaJfq9X+4ev07NmT2bNn29TVTuGsUCisRORK6PraeZRqh7O/Xuzt7a/Zv6ZSO2fLlb7UVybXCRxf37XrO+56+iJoHYg1GkGb5uDBg5a/S0pKOHXqFJ07d25ym8jISI4fP06HDh0IDAy0+ufi4nLD+hkZGcnJkyfx9fW1uU7tEUZjdO7cmSNHjmAymeq1D64+0MUDW9BSCKERtFkkSWLevHns3buX48eP89xzz+Ho6Mjw4cOb3Oaxxx4jIyODGTNmcPjwYc6dO8euXbv4+9//zrlz525YXx944AFMJhOPP/44KSkpnD9/npSUFObPn8/+/fubfJ6JEyeSn5/Pq6++SkZGBrt27WL+/PkWWwHc3NxwcHBg+/bt5ObmUlxcfMPsEAjqQwiNoM2iUCh45plnmD17Nvfeey95eXl88sknVtNcjbUJDg7m22+/pby8nClTpjBs2DBefvllDAaD1ZTWH8XT05PvvvsOV1dXnnzySQYPHsyzzz7LhQsXLOsVTcHHx4eFCxdy4MABRo0axdy5c/nb3/4GgFqtttj8yiuvsG7dOvr27cuYMWNumB0CQX2IDJuCNsmyZct46aWXOHr06B9q0xbYu3cvDzzwAKtWrap3D5JA0NwIZwCBoI2xePFiwsLC8Pb2JiMjgzfeeIOYmBghMoKbhhAagaAZaMil+NFHH+Wxxx5rtmtfvHiRf/3rX+Tl5eHl5UVSUhIzZsz4w+d9+OGH2bdvX711CQkJfPrpp3/4GoK2iZg6Ewiagdp7X+ri4uJi5Rp9q5CdnW0VVaE2Go3muqMhCG4fhNAIBAKBoFkRXmcCgUAgaFaE0AgEAoGgWRFCIxAIBIJmRQiNQCAQCJoVITQCgUAgaFb+H/cQvxsD5093AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_r = load_penguins().dropna()\n",
    "Xr = data_r[['flipper_length_mm', 'sex']].replace({'sex': {'female': 1, 'male': 0}})\n",
    "yr = data_r['body_mass_g']\n",
    "\n",
    "_ = sns.scatterplot(data=data_r, x='flipper_length_mm', y='body_mass_g', hue='sex')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again, we split the dataset into the same three sets; a training set, reference set and test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xr_train, Xr_ref, yr_train, yr_ref = train_test_split(Xr.to_numpy(), yr.to_numpy(), \n",
    "                                                          train_size=60, random_state=42)\n",
    "Xr_ref, Xr_test, yr_ref, yr_test = train_test_split(Xr_ref, yr_ref, train_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time we train a linear regressor on the training data, and find that it gives acceptable training and test accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training RMS error = 397.805\n",
      "Test RMS error = 378.418\n"
     ]
    }
   ],
   "source": [
    "reg = LinearRegression()\n",
    "reg.fit(Xr_train, yr_train)\n",
    "print('Training RMS error = %.3f' % np.sqrt(np.mean((reg.predict(Xr_train)-yr_train)**2)))\n",
    "print('Test RMS error = %.3f' % np.sqrt(np.mean((reg.predict(Xr_test)-yr_test)**2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Shift data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To generate a copy of the test data with *concept drift* added, we use the model to create new output data, with a multiplicative factor and some Gaussian noise added. The quality of our synthetic output data is of course affected by the accuracy of the model, but it serves to demonstrate the behavior of the model (and detector) when $P(y|\\mathbf{X})$ is changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xr_concept = Xr_test.copy()\n",
    "yr_concept = reg.predict(Xr_concept)*1.1 + np.random.normal(0, 100, size=len(yr_test))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unsurprisingly, the *covariate drift* leads to degradation in the model accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test RMS error = 443.833\n"
     ]
    }
   ],
   "source": [
    "reg.score(Xr_concept, yr_concept)\n",
    "print('Test RMS error = %.3f' % np.sqrt(np.mean((reg.predict(Xr_concept)-yr_concept)**2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supervised drift detection\n",
    "\n",
    "As in the classification example, in order to perform supervised drift detection we need to compute the models performance indicators. For this regression example, the instance level squared errors are used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "lossr_ref = (reg.predict(Xr_ref) - yr_ref)**2\n",
    "lossr_test = (reg.predict(Xr_test) - yr_test)**2\n",
    "lossr_concept = (reg.predict(Xr_concept) - yr_concept)**2\n",
    "\n",
    "lossesr = {'No drift': lossr_test, 'Concept drift': lossr_concept}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CVM detector is trained on the reference losses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd_cvm = CVMDrift(lossr_ref, p_val=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As desired, the CVM detector does not detect drift on the *no drift* data, but does on *covariate drift* data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "No drift\n",
      "Drift? No!\n",
      "p-value: 0.3499942719936371\n",
      "\n",
      "Concept drift\n",
      "Drift? Yes!\n",
      "p-value: 1.1659972987132505e-10\n"
     ]
    }
   ],
   "source": [
    "labels = ['No!', 'Yes!']\n",
    "for name, loss_arr in lossesr.items():\n",
    "    print('\\n%s' % name)\n",
    "    preds = cd_cvm.predict(loss_arr)\n",
    "    print('Drift? {}'.format(labels[preds['data']['is_drift']]))\n",
    "    print('p-value: {}'.format(preds['data']['p_val'][0]))"
   ]
  }
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